From 67433a44c21f46874b62616dca68f125dd23eb47 Mon Sep 17 00:00:00 2001 From: zhaoyantao-murray <1935569858@qq.com> Date: Fri, 17 Feb 2023 10:00:36 +0800 Subject: [PATCH] [Docs] update multi-scale val results --- configs/ann/README.md | 8 ++++---- configs/bisenet/README.md | 2 +- configs/bisenetv1/README.md | 2 +- configs/ccnet/README.md | 2 +- configs/danet/README.md | 2 +- configs/ddrnet/README.md | 2 +- configs/decoupled_segnet/README.md | 4 ++-- configs/deeplabv3/README.md | 8 ++++---- configs/deeplabv3p/README.md | 12 ++++++------ configs/dmnet/README.md | 2 +- configs/dnlnet/README.md | 4 ++-- configs/emanet/README.md | 8 ++++---- configs/enet/README.md | 2 +- configs/espnetv1/README.md | 2 +- configs/fastfcn/README.md | 2 +- configs/fcn/README.md | 8 ++++---- configs/gcnet/README.md | 8 ++++---- configs/ginet/README.md | 12 ++++++------ configs/glore/README.md | 4 ++-- configs/gscnn/README.md | 2 +- configs/hardnet/README.md | 2 +- configs/isanet/README.md | 8 ++++---- configs/lpsnet/README.md | 6 +++--- configs/lraspp/README.md | 6 +++--- configs/mobileseg/README.md | 8 ++++---- configs/mobileseg/README_cn.md | 10 +++++----- configs/mscale_ocrnet/README.md | 2 +- configs/ocrnet/README.md | 8 ++++---- configs/pfpn/README.md | 2 +- configs/pointrend/README.md | 6 +++--- configs/pp_liteseg/README.md | 8 ++++---- configs/pspnet/README.md | 8 ++++---- configs/rtformer/README.md | 8 ++++---- configs/segnet/README.md | 2 +- configs/sfnet/README.md | 4 ++-- configs/stdcseg/README.md | 8 ++++---- configs/uhrnet/README.md | 8 ++++---- configs/unet/README.md | 2 +- configs/upernet/README.md | 2 +- 39 files changed, 102 insertions(+), 102 deletions(-) diff --git a/configs/ann/README.md b/configs/ann/README.md index 8ed34a2fb4..34826eba3d 100644 --- a/configs/ann/README.md +++ b/configs/ann/README.md @@ -10,12 +10,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|ANN|ResNet50_OS8|1024x512|80000|79.09%|79.31%|79.56%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b849c8e06b6ccd33514d436635b9e102)| -|ANN|ResNet101_OS8|1024x512|80000|80.61%|80.98%|81.25%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ed1cb9321385f1480dda418db71bd4c0)| +|ANN|ResNet50_OS8|1024x512|80000|79.09%|79.31%|79.90%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b849c8e06b6ccd33514d436635b9e102)| +|ANN|ResNet101_OS8|1024x512|80000|80.61%|80.98%|81.50%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ann_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ed1cb9321385f1480dda418db71bd4c0)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|ANN|ResNet50_OS8|512x512|40000|80.82%|81.10%|81.42%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3a5e7bc1b44c3f552f73bdbe569e5a76)| -|ANN|ResNet101_OS8|512x512|40000|79.62%|79.84%|80.05%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=02c57c64c72cf87cf3b3d5b2373399a0)| +|ANN|ResNet50_OS8|512x512|40000|80.82%|81.10%|81.67%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3a5e7bc1b44c3f552f73bdbe569e5a76)| +|ANN|ResNet101_OS8|512x512|40000|79.62%|79.84%|80.33%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ann_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=02c57c64c72cf87cf3b3d5b2373399a0)| diff --git a/configs/bisenet/README.md b/configs/bisenet/README.md index 6ab7ee039f..c3c18517ac 100644 --- a/configs/bisenet/README.md +++ b/configs/bisenet/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|BiSeNetv2|-|1024x1024|160000|73.19%|74.19%|74.43%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3ccfaff613de769eadb76f8379afffa5)| +|BiSeNetv2|-|1024x1024|160000|73.19%|74.19%|74.61%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_resnet18_os8_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3ccfaff613de769eadb76f8379afffa5)| diff --git a/configs/bisenetv1/README.md b/configs/bisenetv1/README.md index fce15e0106..2ece65b1fb 100644 --- a/configs/bisenetv1/README.md +++ b/configs/bisenetv1/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|BiSeNetV1|-|1024x512|160000|75.19%|75.99%|76.77%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d2807bd39677b369ee84054e46a3df96)| +|BiSeNetV1|-|1024x512|160000|75.19%|75.99%|76.81%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/bisenetv1_cityscapes_1024x512_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d2807bd39677b369ee84054e46a3df96)| diff --git a/configs/ccnet/README.md b/configs/ccnet/README.md index f70b17be08..e75a26d717 100644 --- a/configs/ccnet/README.md +++ b/configs/ccnet/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|CCNet|ResNet101_OS8|769x769|60000|80.95%|81.23%|81.32%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6828616e27a1e15f1442beb3b4834048)| +|CCNet|ResNet101_OS8|769x769|60000|80.95%|81.23%|81.53%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ccnet_resnet101_os8_cityscapes_769x769_60k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6828616e27a1e15f1442beb3b4834048)| diff --git a/configs/danet/README.md b/configs/danet/README.md index 8472d40217..8ab47208ac 100644 --- a/configs/danet/README.md +++ b/configs/danet/README.md @@ -16,4 +16,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|DANet|ResNet50_OS8|512x512|40000|78.55%|78.93%|79.68%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=51a403a54302bc81dd5ec0310a6d50ba)| +|DANet|ResNet50_OS8|512x512|40000|78.55%|78.93%|79.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/danet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=51a403a54302bc81dd5ec0310a6d50ba)| diff --git a/configs/ddrnet/README.md b/configs/ddrnet/README.md index 7f60b18e67..dd4e2ac644 100644 --- a/configs/ddrnet/README.md +++ b/configs/ddrnet/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|DDRNet_23|-|1024x1024|120000|79.85%|80.11%|80.44%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=33c0d5f37e5a708c605e43ef3845ea56)| +|DDRNet_23|-|1024x1024|120000|79.85%|80.11%|80.59%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ddrnet23_cityscapes_1024x1024_120k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=33c0d5f37e5a708c605e43ef3845ea56)| diff --git a/configs/decoupled_segnet/README.md b/configs/decoupled_segnet/README.md index 657621212f..fc39b36386 100644 --- a/configs/decoupled_segnet/README.md +++ b/configs/decoupled_segnet/README.md @@ -10,5 +10,5 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|DecoupledSegNet|ResNet50_OS8|1024x512|80000|80.86%|81.34%|81.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=3c5cba5e6f89b33dc75b43c62026dc12)| -|DecoupledSegNet|ResNet50_OS8|832x832|80000|81.26%|81.56%|81.80%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e3e8f9044d96a57f7337f5928f2c265f)| +|DecoupledSegNet|ResNet50_OS8|1024x512|80000|80.86%|81.34%|81.78%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=3c5cba5e6f89b33dc75b43c62026dc12)| +|DecoupledSegNet|ResNet50_OS8|832x832|80000|81.26%|81.56%|81.99%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/decoupledsegnet_resnet50_os8_cityscapes_832x832_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e3e8f9044d96a57f7337f5928f2c265f)| diff --git a/configs/deeplabv3/README.md b/configs/deeplabv3/README.md index 47f7dfdcc0..517a2c7b7d 100644 --- a/configs/deeplabv3/README.md +++ b/configs/deeplabv3/README.md @@ -10,12 +10,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|DeepLabV3|ResNet50_OS8|1024x512|80000|79.90%|80.22%|80.47%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=7e30d1cb34cd94400e1e1266538dfb6c)| -|DeepLabV3|ResNet101_OS8|1024x512|80000|80.85%|81.09%|81.54%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1ff25b7f3c5e88a051b9dd273625f942)| +|DeepLabV3|ResNet50_OS8|1024x512|80000|79.90%|80.22%|80.89%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=7e30d1cb34cd94400e1e1266538dfb6c)| +|DeepLabV3|ResNet101_OS8|1024x512|80000|80.85%|81.09%|81.78%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1ff25b7f3c5e88a051b9dd273625f942)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|DeepLabV3|ResNet50_OS8|512x512|40000|79.76%|80.11%|80.71%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a962383ae3c581aa75f644c2dfbdae29)| -|DeepLabV3|ResNet101_OS8|512x512|40000|80.62%|80.87%|81.48%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e20ea47329476ceb9150961154b87c8b)| +|DeepLabV3|ResNet50_OS8|512x512|40000|79.76%|80.11%|81.05%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a962383ae3c581aa75f644c2dfbdae29)| +|DeepLabV3|ResNet101_OS8|512x512|40000|80.62%|80.87%|81.59%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e20ea47329476ceb9150961154b87c8b)| diff --git a/configs/deeplabv3p/README.md b/configs/deeplabv3p/README.md index 9edfbfa516..66b281bc60 100644 --- a/configs/deeplabv3p/README.md +++ b/configs/deeplabv3p/README.md @@ -10,10 +10,10 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|DeepLabV3P|ResNet50_OS8|1024x512|80000|80.36%|80.57%|80.81%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=860bd0049ba5495d629a96d5aaf1bf75)| -|DeepLabV3P*|ResNet50_OS8|1024x512|80000|81.18%| 81.42% | 81.48% |[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=ce094fb8a42c056b6edb92f975cfa0e3)| -|DeepLabV3P|ResNet101_OS8|1024x512|80000|81.10%|81.38%|81.24%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8b11e75b8977a0fd74180145350c27de)| -|DeepLabV3P|ResNet101_OS8|769x769|80000|81.53%|81.88%|82.12%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=420039406361cbc3cf7ec14c1084d886)| +|DeepLabV3P|ResNet50_OS8|1024x512|80000|80.36%|80.57%|81.33%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=860bd0049ba5495d629a96d5aaf1bf75)| +|DeepLabV3P*|ResNet50_OS8|1024x512|80000|81.18%| 81.42% | 82.00% |[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=ce094fb8a42c056b6edb92f975cfa0e3)| +|DeepLabV3P|ResNet101_OS8|1024x512|80000|81.10%|81.38%|81.76%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8b11e75b8977a0fd74180145350c27de)| +|DeepLabV3P|ResNet101_OS8|769x769|80000|81.53%|81.88%|82.32%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/deeplabv3p_resnet101_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=420039406361cbc3cf7ec14c1084d886)| DeepLabV3P* is DeepLabV3P with [RMI Loss](https://arxiv.org/abs/1910.12037), which requires paddlepaddle=2.2. @@ -21,5 +21,5 @@ DeepLabV3P* is DeepLabV3P with [RMI Loss](https://arxiv.org/abs/1910.12037), whi | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|DeepLabV3P|ResNet50_OS8|512x512|40000|80.66%|81.33%|81.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a2891ac5fb866b3ea8c38289e5b1d686)| -|DeepLabV3P|ResNet101_OS8|512x512|40000|80.60%|80.77%|80.75%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=304048e5c2b57949f56b75b88ccb5645)| +|DeepLabV3P|ResNet50_OS8|512x512|40000|80.66%|81.33%|81.93%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a2891ac5fb866b3ea8c38289e5b1d686)| +|DeepLabV3P|ResNet101_OS8|512x512|40000|80.60%|80.77%|81.22%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/deeplabv3p_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=304048e5c2b57949f56b75b88ccb5645)| diff --git a/configs/dmnet/README.md b/configs/dmnet/README.md index e45c308d56..c39807b8f2 100644 --- a/configs/dmnet/README.md +++ b/configs/dmnet/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|DMNet|ResNet101_vd|1024x512|80000|79.67%|80.11%|80.56%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d5bac108e3ff90136771b677d8459d17) +|DMNet|ResNet101_vd|1024x512|80000|79.67%|80.11%|80.69%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/dmnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=d5bac108e3ff90136771b677d8459d17) diff --git a/configs/dnlnet/README.md b/configs/dnlnet/README.md index 228581a2ad..cbef3f4304 100644 --- a/configs/dnlnet/README.md +++ b/configs/dnlnet/README.md @@ -18,5 +18,5 @@ Disentangled Non-local Neural Networks. ECCV (15) 2020: 191-207. | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|DNLNet|ResNet50_OS8|512x512|40000|80.89%|81.31%|81.56%|[model](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8877c77bef8b227af22c5eb3017138ce)| -|DNLNet|ResNet101_OS8|512x512|40000|80.49%|80.83%| 81.33%|[model](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1d42c22da1c465d9a38e4204bebeeb54)| +|DNLNet|ResNet50_OS8|512x512|40000|80.89%|81.31%|81.78%|[model](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8877c77bef8b227af22c5eb3017138ce)| +|DNLNet|ResNet101_OS8|512x512|40000|80.49%|80.83%| 81.47%|[model](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/pascal_voc12/dnlnet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1d42c22da1c465d9a38e4204bebeeb54)| diff --git a/configs/emanet/README.md b/configs/emanet/README.md index f5233cbd8a..8ea2e32626 100644 --- a/configs/emanet/README.md +++ b/configs/emanet/README.md @@ -11,12 +11,12 @@ Expectation-Maximization Attention Networks for Semantic Segmentation. ICCV 2019 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) |Links | |-|-|-|-|-|-|-|-| -|EMANet|ResNet50_OS8|1024x512|80000|79.05%|79.34%|79.69%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=0a05a0c4cd7d785b9707bdc59f55f585)| -|EMANet|ResNet101_OS8|1024x512|80000|80.00%|80.23%|80.53%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ee6926322b8e292ce23ce62ecdaa3439)| +|EMANet|ResNet50_OS8|1024x512|80000|79.05%|79.34%|80.82%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=0a05a0c4cd7d785b9707bdc59f55f585)| +|EMANet|ResNet101_OS8|1024x512|80000|80.00%|80.23%|80.76%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/emanet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ee6926322b8e292ce23ce62ecdaa3439)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|EMANet|ResNet50_OS8|512x512|40000|78.60%|78.90%|79.17%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3e60b80b984a71f3d2b83b8a746a819c)| -|EMANet|ResNet101_OS8|512x512|40000|79.47%|79.97%| 80.67%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f33479772409766dbc40b5f031cbdb1a)| +|EMANet|ResNet50_OS8|512x512|40000|78.60%|78.90%|79.55%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3e60b80b984a71f3d2b83b8a746a819c)| +|EMANet|ResNet101_OS8|512x512|40000|79.47%|79.97%| 80.51%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/emanet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f33479772409766dbc40b5f031cbdb1a)| diff --git a/configs/enet/README.md b/configs/enet/README.md index 4b2ad1b026..cc2f86bbec 100644 --- a/configs/enet/README.md +++ b/configs/enet/README.md @@ -10,4 +10,4 @@ Real-Time Semantic Segmentation." arXiv preprint arXiv:1606.02147(2016). | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|ENet|-|1024x512|80000|67.42%|68.11%|67.99%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/enet_cityscapes_1024x512_80k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/enet_cityscapes_1024x512_80k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=5d57386cdfcdb6a6bcb5135af134a0f2)| +|ENet|-|1024x512|80000|67.42%|68.11%|69.10%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/enet_cityscapes_1024x512_80k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/enet_cityscapes_1024x512_80k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=5d57386cdfcdb6a6bcb5135af134a0f2)| diff --git a/configs/espnetv1/README.md b/configs/espnetv1/README.md index 678a785064..f5b6dd4f52 100644 --- a/configs/espnetv1/README.md +++ b/configs/espnetv1/README.md @@ -11,4 +11,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|ESPNetV2|-|1024x512|120000|61.82%|62.20%|62.89%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/espnetv1_cityscapes_1024x512_120k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/espnetv1_cityscapes_1024x512_120k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=472e91a0600420c99a0dc3a1e6f80f87) +|ESPNetV1|-|1024x512|120000|61.82%|62.20%|63.30%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/espnetv1_cityscapes_1024x512_120k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/espnetv1_cityscapes_1024x512_120k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=472e91a0600420c99a0dc3a1e6f80f87) diff --git a/configs/fastfcn/README.md b/configs/fastfcn/README.md index 13eed47c0b..7022109393 100644 --- a/configs/fastfcn/README.md +++ b/configs/fastfcn/README.md @@ -9,4 +9,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|FastFCN|ResNet50_vd|480x480|120000|43.76%|44.11%|44.48%|[model](https://bj.bcebos.com/paddleseg/dygraph/ade20k/fastfcn_resnet50_os8_ade20k_480x480_120k/model.pdparams) \|[log](https://bj.bcebos.com/paddleseg/dygraph/ade20k/fastfcn_resnet50_os8_ade20k_480x480_120k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=e159d5be3860b8d08762c0416ab54acc)| +|FastFCN|ResNet50_vd|480x480|120000|43.76%|44.11%|44.91%|[model](https://bj.bcebos.com/paddleseg/dygraph/ade20k/fastfcn_resnet50_os8_ade20k_480x480_120k/model.pdparams) \|[log](https://bj.bcebos.com/paddleseg/dygraph/ade20k/fastfcn_resnet50_os8_ade20k_480x480_120k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=e159d5be3860b8d08762c0416ab54acc)| diff --git a/configs/fcn/README.md b/configs/fcn/README.md index 07ca41d0e5..918af72858 100644 --- a/configs/fcn/README.md +++ b/configs/fcn/README.md @@ -9,13 +9,13 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|FCN|HRNet_W18|1024x512|80000|78.97%|79.49%|79.74%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw18_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw18_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=bebec8e1a3802c4babd3c69e1bf50d51)| -|FCN|HRNet_W48|1024x512|80000|80.70%|81.24%|81.56%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw48_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw48_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ae1cb76014cdc54406c36f1e3dc2a530)| +|FCN|HRNet_W18|1024x512|80000|78.97%|79.49%|80.04%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw18_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw18_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=bebec8e1a3802c4babd3c69e1bf50d51)| +|FCN|HRNet_W48|1024x512|80000|80.70%|81.24%|81.76%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw48_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_hrnetw48_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ae1cb76014cdc54406c36f1e3dc2a530)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|FCN|HRNet_W18|512x512|40000|75.39%|76.04%|77.09%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw18_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw18_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=fbe6caaca0f7d7ea1dba1c60b8db2a7e)| -|FCN|HRNet_W48|512x512|40000|78.72%|79.52%|80.10%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw48_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw48_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=20b404212fcbb5b7b329ab0c16124553)| +|FCN|HRNet_W18|512x512|40000|75.39%|76.04%|76.81%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw18_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw18_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=fbe6caaca0f7d7ea1dba1c60b8db2a7e)| +|FCN|HRNet_W48|512x512|40000|78.72%|79.52%|79.95%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw48_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/fcn_hrnetw48_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=20b404212fcbb5b7b329ab0c16124553)| diff --git a/configs/gcnet/README.md b/configs/gcnet/README.md index 9af86240c7..1d40728b0e 100644 --- a/configs/gcnet/README.md +++ b/configs/gcnet/README.md @@ -10,12 +10,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GCNet|ResNet50_OS8|1024x512|80000|79.50%|79.77%|79.69%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e3801edb9a6f5b33eb890f5a1ae6ed7b)| -|GCNet|ResNet101_OS8|1024x512|80000|81.01%|81.30%|81.64%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=aa88e7980f4d6839537662a3a3d18851)| +|GCNet|ResNet50_OS8|1024x512|80000|79.50%|79.77%|80.16%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e3801edb9a6f5b33eb890f5a1ae6ed7b)| +|GCNet|ResNet101_OS8|1024x512|80000|81.01%|81.30%|81.85%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gcnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=aa88e7980f4d6839537662a3a3d18851)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GCNet|ResNet50_OS8|512x512|40000|80.32%|80.39%|80.54%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=86cbaac3fe98fdbb635e246c2c02e87b)| -|GCNet|ResNet101_OS8|512x512|40000|79.64%|79.59%|79.94%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=73f0484b034f6c27bf481c7a3b05e9ae)| +|GCNet|ResNet50_OS8|512x512|40000|80.32%|80.39%|80.94%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=86cbaac3fe98fdbb635e246c2c02e87b)| +|GCNet|ResNet101_OS8|512x512|40000|79.64%|79.59%|80.25%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/gcnet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=73f0484b034f6c27bf481c7a3b05e9ae)| diff --git a/configs/ginet/README.md b/configs/ginet/README.md index fc315fbc5c..db931cb655 100644 --- a/configs/ginet/README.md +++ b/configs/ginet/README.md @@ -11,19 +11,19 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GINet|ResNet50_OS8|1024x512|80000|78.66%|79.07%|79.2%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=bb439dc87b311c4105c426eadd5a641e) | -|GINet|ResNet101_OS8|1024x512|80000|78.4%|78.72%|78.99%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ffae8d094b755a4313d6e02540de9515) | +|GINet|ResNet50_OS8|1024x512|80000|78.66%|79.07%|79.61%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=bb439dc87b311c4105c426eadd5a641e) | +|GINet|ResNet101_OS8|1024x512|80000|78.4%|78.72%|79.26%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ginet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ffae8d094b755a4313d6e02540de9515) | ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GINet|ResNet50_OS8|512x512|40000|81.97%|82.02%|81.65%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=638ff8bcc88575489ee36da0edad51b6) | -|GINet|ResNet101_OS8|512x512|40000|79.79%|79.99%|80.6%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a1f7d1040f371585d9aac1610116f594) | +|GINet|ResNet50_OS8|512x512|40000|81.97%|82.02%|82.34%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=638ff8bcc88575489ee36da0edad51b6) | +|GINet|ResNet101_OS8|512x512|40000|79.79%|79.99%|80.66%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ginet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a1f7d1040f371585d9aac1610116f594) | ### ADE20K | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GINet|ResNet50_OS8|520x520|150000|43.45%|43.98%|43.80%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet50_os8_ade20k_520x520_150k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet50_os8_ade20k_520x520_150k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=665901e12a35319710197380a5dfafa5) | -|GINet|ResNet101_OS8|520x520|150000|45.79%|45.94%|46.18%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet101_os8_ade20k_520x520_150k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet101_os8_ade20k_520x520_150k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=46b63c18e421e2a0ba95faefdc8d5c39) | +|GINet|ResNet50_OS8|520x520|150000|43.45%|43.98%|44.42%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet50_os8_ade20k_520x520_150k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet50_os8_ade20k_520x520_150k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=665901e12a35319710197380a5dfafa5) | +|GINet|ResNet101_OS8|520x520|150000|45.79%|45.94%|46.56%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet101_os8_ade20k_520x520_150k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/ade20k/ginet_resnet101_os8_ade20k_520x520_150k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=46b63c18e421e2a0ba95faefdc8d5c39) | diff --git a/configs/glore/README.md b/configs/glore/README.md index 0cfa55882c..9bcd761c0d 100644 --- a/configs/glore/README.md +++ b/configs/glore/README.md @@ -11,11 +11,11 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GloRe|ResNet50_OS8|1024x512|80000|78.26%|78.61%|78.72%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/glore_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/glore_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=de754e39ac9de4d2e951915c2334d6ec) | +|GloRe|ResNet50_OS8|1024x512|80000|78.26%|78.61%|79.12%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/glore_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/glore_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=de754e39ac9de4d2e951915c2334d6ec) | ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GloRe|ResNet50_OS8|512x512|40000|80.16%|80.35%|80.40%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/glore_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/glore_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e40c1dd8d4fcbf2dcda01242dec9d9b5) | +|GloRe|ResNet50_OS8|512x512|40000|80.16%|80.35%|80.85%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/glore_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/glore_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e40c1dd8d4fcbf2dcda01242dec9d9b5) | diff --git a/configs/gscnn/README.md b/configs/gscnn/README.md index bb144b95b6..8bcfae0d75 100644 --- a/configs/gscnn/README.md +++ b/configs/gscnn/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|GSCNN|ResNet50_OS8|1024x512|80000|80.67%|80.88%|80.88%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gscnn_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gscnn_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=11b79b6a2899739c0d009b1ce34bad77)| +|GSCNN|ResNet50_OS8|1024x512|80000|80.67%|80.88%|81.42%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gscnn_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/gscnn_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=11b79b6a2899739c0d009b1ce34bad77)| diff --git a/configs/hardnet/README.md b/configs/hardnet/README.md index fa2e9a782c..013e2be8e4 100644 --- a/configs/hardnet/README.md +++ b/configs/hardnet/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|HarDNet|-|1024x1024|160000|79.03%|79.49%|79.76%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/hardnet_cityscapes_1024x1024_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/hardnet_cityscapes_1024x1024_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b90b16bff783a97baed70313821fe551)| +|HarDNet|-|1024x1024|160000|79.03%|79.49%|79.96%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/hardnet_cityscapes_1024x1024_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/hardnet_cityscapes_1024x1024_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b90b16bff783a97baed70313821fe551)| diff --git a/configs/isanet/README.md b/configs/isanet/README.md index 13be511da6..c34c930034 100644 --- a/configs/isanet/README.md +++ b/configs/isanet/README.md @@ -10,12 +10,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|ISANet|ResNet50_OS8|769x769|80000|79.03%|79.43%|79.52%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet50_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet50_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ab7cc0627fdbf1e210557c33d94d2e8c)| -|ISANet|ResNet101_OS8|769x769|80000|80.10%|80.30%|80.26%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet101_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet101_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=76366b80293c3ac2374d981b4573eb52)| +|ISANet|ResNet50_OS8|769x769|80000|79.03%|79.43%|79.84%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet50_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet50_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=ab7cc0627fdbf1e210557c33d94d2e8c)| +|ISANet|ResNet101_OS8|769x769|80000|80.10%|80.30%|80.58%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet101_os8_cityscapes_769x769_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/isanet_resnet101_os8_cityscapes_769x769_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=76366b80293c3ac2374d981b4573eb52)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) |Links | |-|-|-|-|-|-|-|-| -|ISANet|ResNet50_OS8|512x512|40000|79.69%|79.93%|80.53%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=84af8df983e48f1a0c89154a26f55032)| -|ISANet|ResNet101_OS8|512x512|40000|79.57%|79.69%|80.01%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6874531f0adbfc72f22fb816bb231a46)| +|ISANet|ResNet50_OS8|512x512|40000|79.69%|79.93%|80.54%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=84af8df983e48f1a0c89154a26f55032)| +|ISANet|ResNet101_OS8|512x512|40000|79.57%|79.69%|80.11%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/isanet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6874531f0adbfc72f22fb816bb231a46)| diff --git a/configs/lpsnet/README.md b/configs/lpsnet/README.md index a817e865a2..daf6b1a8cf 100644 --- a/configs/lpsnet/README.md +++ b/configs/lpsnet/README.md @@ -11,9 +11,9 @@ arXiv preprint arXiv:2207.13600 (2022). | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|lpsnet_s|-|1536x769|200000|71.73%|72.71%|73.76%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_s_cityscapes_1536x1024_200k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_s_cityscapes_1536x1024_200k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a1f70216053d015234de95bcbe2201ff)| -|lpsnet_m|-|1536x769|200000|75.29%|76.03%|77.03%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_m_cityscapes_1536x1024_200k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_m_cityscapes_1536x1024_200k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b4fad2f53cce38392ebc5821ff577b4c)| -|lpsnet_l|-|1536x769|200000|75.72%|76.53%|77.23%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_l_cityscapes_1536x1024_200k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_l_cityscapes_1536x1024_200k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e70029f7b1f40007091cf5da58777b69)| +|lpsnet_s|-|1536x769|200000|71.73%|72.71%|73.61%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_s_cityscapes_1536x1024_200k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_s_cityscapes_1536x1024_200k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a1f70216053d015234de95bcbe2201ff)| +|lpsnet_m|-|1536x769|200000|75.29%|76.03%|77.12%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_m_cityscapes_1536x1024_200k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_m_cityscapes_1536x1024_200k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b4fad2f53cce38392ebc5821ff577b4c)| +|lpsnet_l|-|1536x769|200000|75.72%|76.53%|77.50%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_l_cityscapes_1536x1024_200k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lpsnet_l_cityscapes_1536x1024_200k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=e70029f7b1f40007091cf5da58777b69)| Note that: Since the original paper does not provide all the implementation details, nor release the official training code, we first pre-trained the models on the ImageNet dataset, and then fine-tuned the models on the Cityscapes dataset. Specifically, compared with the experimental settings in the original paper, we made two significant changes during fine-tuning to obtain the above results: diff --git a/configs/lraspp/README.md b/configs/lraspp/README.md index 25ee6663e3..195a2608fd 100644 --- a/configs/lraspp/README.md +++ b/configs/lraspp/README.md @@ -10,9 +10,9 @@ | Model | Backbone | Resolution | Pooling Method | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|LRASPP|MobileNetV3_large_x1_0_os8|1024x512|Global|80000|72.33%|72.63%|73.77%|[config](./lraspp_mobilenetv3_cityscapes_1024x512_80k.yml) \| [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app?id=d42c84fe5407fd2f1cf08e355348c441)| -|LRASPP|MobileNetV3_large_x1_0_os8|1024x512|Large kernel|80000|73.19%|73.40%|74.20%|[config](lraspp_mobilenetv3_cityscapes_1024x512_80k_large_kernel.yml) \| [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_large_kernel/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_large_kernel/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=76c9c025d913c90ba703eeb5cef307e1)| -|LRASPP|MobileNetV3_large_x1_0|1024x512|Global|80000|70.13%|70.43%|72.12%|[config](lraspp_mobilenetv3_cityscapes_1024x512_80k_os32.yml) \| [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_os32/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_os32/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=2ee4619b2858f38ff92cf602b793d248)| +|LRASPP|MobileNetV3_large_x1_0_os8|1024x512|Global|80000|72.33%|72.63%|73.87%|[config](./lraspp_mobilenetv3_cityscapes_1024x512_80k.yml) \| [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app?id=d42c84fe5407fd2f1cf08e355348c441)| +|LRASPP|MobileNetV3_large_x1_0_os8|1024x512|Large kernel|80000|73.19%|73.40%|74.49%|[config](lraspp_mobilenetv3_cityscapes_1024x512_80k_large_kernel.yml) \| [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_large_kernel/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_large_kernel/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=76c9c025d913c90ba703eeb5cef307e1)| +|LRASPP|MobileNetV3_large_x1_0|1024x512|Global|80000|70.13%|70.43%|72.14%|[config](lraspp_mobilenetv3_cityscapes_1024x512_80k_os32.yml) \| [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_os32/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/lraspp_mobilenetv3_cityscapes_1024x512_80k_os32/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=2ee4619b2858f38ff92cf602b793d248)| Note that: - The *global* pooling method refers to the use of a global average pooling layer in the LR-ASPP head, which easily adapts to small-sized input images. In contrast, the *large-kernel* pooling method uses a 49x49 kernel for average pooling, which is consistent with the design in the original paper. diff --git a/configs/mobileseg/README.md b/configs/mobileseg/README.md index 3f4f5396f0..420c611417 100644 --- a/configs/mobileseg/README.md +++ b/configs/mobileseg/README.md @@ -24,11 +24,11 @@ MobileSeg models adopt encoder-decoder architecture and use lightweight models a | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|MobileSeg|MobileNetV2|1024x512|80000|73.94%|74.32%|75.33%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f210c79b6fd52f5135cf2f238e9d678d)| -|MobileSeg|MobileNetV3_large_x1_0|1024x512|80000|73.47%|73.72%|74.70%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=28c57d0e666337ea98a1046160ef95d2)| -|MobileSeg|Lite_HRNet_18|1024x512|80000|70.75%|71.62%|72.40%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=02706145c7c463f3c76a0cb9d54728b8)| +|MobileSeg|MobileNetV2|1024x512|80000|73.94%|74.32%|75.38%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f210c79b6fd52f5135cf2f238e9d678d)| +|MobileSeg|MobileNetV3_large_x1_0|1024x512|80000|73.47%|73.72%|74.72%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=28c57d0e666337ea98a1046160ef95d2)| +|MobileSeg|Lite_HRNet_18|1024x512|80000|70.75%|71.62%|72.53%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=02706145c7c463f3c76a0cb9d54728b8)| |MobileSeg|ShuffleNetV2_x1_0|1024x512|80000|69.46%|70.00%|70.90%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_shufflenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_shufflenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3d83c00cf9b90f2446959e8c97a4fb7a)| -|MobileSeg|GhostNet_x1_0|1024x512|80000|71.88%|72.22%|73.11%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=73a6b325c0ae941a40746d53911c03bc)| +|MobileSeg|GhostNet_x1_0|1024x512|80000|71.88%|72.22%|73.08%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=73a6b325c0ae941a40746d53911c03bc)| ## Inference Speed diff --git a/configs/mobileseg/README_cn.md b/configs/mobileseg/README_cn.md index 4f58cf6821..e2e1c0d441 100644 --- a/configs/mobileseg/README_cn.md +++ b/configs/mobileseg/README_cn.md @@ -22,11 +22,11 @@ MobileSeg系列模型采用编解码架构，使用轻量级的模型作为骨 | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|MobileSeg|MobileNetV2|1024x512|80000|73.94%|74.32%|75.33%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f210c79b6fd52f5135cf2f238e9d678d)| -|MobileSeg|MobileNetV3_large_x1_0|1024x512|80000|73.47%|73.72%|74.70%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=28c57d0e666337ea98a1046160ef95d2)| -|MobileSeg|Lite_HRNet_18|1024x512|80000|70.75%|71.62%|72.40%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=02706145c7c463f3c76a0cb9d54728b8)| -|MobileSeg|ShuffleNetV2_x1_0|1024x512|80000|69.46%|70.00%|70.90%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_shufflenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_shufflenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3d83c00cf9b90f2446959e8c97a4fb7a)| -|MobileSeg|GhostNet_x1_0|1024x512|80000|71.88%|72.22%|73.11%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=73a6b325c0ae941a40746d53911c03bc)| +|MobileSeg|MobileNetV2|1024x512|80000|73.94%|74.32%|75.38%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f210c79b6fd52f5135cf2f238e9d678d)| +|MobileSeg|MobileNetV3_large_x1_0|1024x512|80000|73.47%|73.72%|74.72%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_mobilenetv3_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=28c57d0e666337ea98a1046160ef95d2)| +|MobileSeg|Lite_HRNet_18|1024x512|80000|70.75%|71.62%|72.53%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_litehrnet18_cityscapes_1024x512_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=02706145c7c463f3c76a0cb9d54728b8)| +|MobileSeg|ShuffleNetV2_x1_0|1024x512|80000|69.46%|70.00%|71.02%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_shufflenetv2_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_shufflenetv2_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=3d83c00cf9b90f2446959e8c97a4fb7a)| +|MobileSeg|GhostNet_x1_0|1024x512|80000|71.88%|72.22%|73.08%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/model.pdparams) \| [log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mobileseg_ghostnet_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=73a6b325c0ae941a40746d53911c03bc)| ## 预测速度 diff --git a/configs/mscale_ocrnet/README.md b/configs/mscale_ocrnet/README.md index 8713f88b46..d65e816970 100644 --- a/configs/mscale_ocrnet/README.md +++ b/configs/mscale_ocrnet/README.md @@ -10,7 +10,7 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | | :--------------: | :-------------: | :--------: | :------------: | :----: | :---------: | :------------: | :----------------------------------------------------------: | -| OCRNet-HRNet+psa | HRNETV2_W48+psa | 1024x2048 | 150000 | 84.62% | 84.90% | 84.01% | [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mscale_ocrnet_hrnetv2_psa_cityscapes_1024x2048_150k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mscale_ocrnet_hrnetv2_psa_cityscapes_1024x2048_150k/train.log)\|[vdl](#) | +| OCRNet-HRNet+psa | HRNETV2_W48+psa | 1024x2048 | 150000 | 84.62% | 84.90% | 84.89% | [model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mscale_ocrnet_hrnetv2_psa_cityscapes_1024x2048_150k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/mscale_ocrnet_hrnetv2_psa_cityscapes_1024x2048_150k/train.log)\|[vdl](#) | ### Notes diff --git a/configs/ocrnet/README.md b/configs/ocrnet/README.md index b82820c68b..69d617718b 100644 --- a/configs/ocrnet/README.md +++ b/configs/ocrnet/README.md @@ -10,12 +10,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|OCRNet|HRNet_w18|1024x512|160000|80.67%|81.21%|81.30%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw18_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw18_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=901a5d0a78b71ca56f06002f05547837)| -|OCRNet|HRNet_w48|1024x512|160000|82.15%|82.59%|82.85%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw48_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw48_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=176bf6ca4d89957ffe62ac7c30fcd039) | +|OCRNet|HRNet_w18|1024x512|160000|80.67%|81.21%|81.62%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw18_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw18_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=901a5d0a78b71ca56f06002f05547837)| +|OCRNet|HRNet_w48|1024x512|160000|82.15%|82.59%|83.02%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw48_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/ocrnet_hrnetw48_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=176bf6ca4d89957ffe62ac7c30fcd039) | ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|OCRNet|HRNet_w18|512x512|40000|75.76%|76.39%|77.95%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw18_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw18_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=74707b83bc14b7d236146ac4ceaf6c9c)| -|OCRNet|HRNet_w48|512x512|40000|79.98%|80.47%|81.02%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw48_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw48_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8f695743c799f8966a72973f3259fad4) | +|OCRNet|HRNet_w18|512x512|40000|75.76%|76.39%|77.27%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw18_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw18_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=74707b83bc14b7d236146ac4ceaf6c9c)| +|OCRNet|HRNet_w48|512x512|40000|79.98%|80.47%|80.94%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw48_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/ocrnet_hrnetw48_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=8f695743c799f8966a72973f3259fad4) | diff --git a/configs/pfpn/README.md b/configs/pfpn/README.md index 8e45ea543f..362c421f60 100644 --- a/configs/pfpn/README.md +++ b/configs/pfpn/README.md @@ -10,4 +10,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|PFPNNet|ResNet101_vd|1024x512|40000|79.07%|79.46%|79.75%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pfpn_resnet101_os8_cityscapes_512x1024_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pfpn_resnet101_os8_cityscapes_512x1024_40k/train.log )\| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=29ef44625be2fb00a255b215b26cf00f)| +|PFPNNet|ResNet101_vd|1024x512|40000|79.07%|79.46%|80.09%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pfpn_resnet101_os8_cityscapes_512x1024_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pfpn_resnet101_os8_cityscapes_512x1024_40k/train.log )\| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=29ef44625be2fb00a255b215b26cf00f)| diff --git a/configs/pointrend/README.md b/configs/pointrend/README.md index ac3e897eac..9677cb6a8d 100644 --- a/configs/pointrend/README.md +++ b/configs/pointrend/README.md @@ -10,11 +10,11 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|PointRend|ResNet50_vd|1024x512|80000|76.54%|76.84%|77.45%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pointrend_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pointrend_resnet50_os8_cityscapes_1024×512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=bda232796400bc15141a088197d9a8c0) | +|PointRend|ResNet50_vd|1024x512|80000|76.54%|76.84%|77.67%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pointrend_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pointrend_resnet50_os8_cityscapes_1024×512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=bda232796400bc15141a088197d9a8c0) | ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|PointRend|ResNet50_vd|512x512|40000|72.82%|73.53%|74.62%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet50_os8_voc12aug_512×512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=35c2d83707f51b23eabbe734606493a5) | -|PointRend|ResNet101_vd|512x512|40000|74.09%|74.7%|74.85%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet101_os8_voc12aug_512×512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b2f7b7e99bba213db27b52826086686a) | +|PointRend|ResNet50_vd|512x512|40000|72.82%|73.53%|75.12%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet50_os8_voc12aug_512×512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=35c2d83707f51b23eabbe734606493a5) | +|PointRend|ResNet101_vd|512x512|40000|74.09%|74.70%|75.62%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pointrend_resnet101_os8_voc12aug_512×512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b2f7b7e99bba213db27b52826086686a) | diff --git a/configs/pp_liteseg/README.md b/configs/pp_liteseg/README.md index 6f884c1cf0..410ea4d359 100644 --- a/configs/pp_liteseg/README.md +++ b/configs/pp_liteseg/README.md @@ -123,10 +123,10 @@ Use PaddleInference to deploy the inference model on Nvidia GPU and X86 CPU([pyt |-|-|-|-|-|-|-|-|-| |PP-LiteSeg-T|STDC1|160000|1024x512|1025x512|73.10%|73.89%|-|[config](./pp_liteseg_stdc1_cityscapes_1024x512_scale0.5_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale0.5_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale0.5_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=66db3a2815980e41274ad587df2cd4e4)| |PP-LiteSeg-T|STDC1|160000|1024x512|1536x768|76.03%|76.74%|-|[config](./pp_liteseg_stdc1_cityscapes_1024x512_scale0.75_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale0.75_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale0.75_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=ea5d56fbfceb8d020eabe46e9bc8c40c)| -|PP-LiteSeg-T|STDC1|160000|1024x512|2048x1024|77.04%|77.73%|77.46%|[config](./pp_liteseg_stdc1_cityscapes_1024x512_scale1.0_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale1.0_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale1.0_160k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b9d2ca9445c5b3ee41db8ec37252d3e8)| +|PP-LiteSeg-T|STDC1|160000|1024x512|2048x1024|77.04%|77.73%|77.91%|[config](./pp_liteseg_stdc1_cityscapes_1024x512_scale1.0_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale1.0_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc1_cityscapes_1024x512_scale1.0_160k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=b9d2ca9445c5b3ee41db8ec37252d3e8)| |PP-LiteSeg-B|STDC2|160000|1024x512|1024x512|75.25%|75.65%|-|[config](./pp_liteseg_stdc2_cityscapes_1024x512_scale0.5_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale0.5_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale0.5_160k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=75a52ed995914223474b3c17e628d65e)| |PP-LiteSeg-B|STDC2|160000|1024x512|1536x768|78.75%|79.23%|-|[config](./pp_liteseg_stdc2_cityscapes_1024x512_scale0.75_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale0.75_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale0.75_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=a248fe1f645018306f1d4a0da33d97d6)| -|PP-LiteSeg-B|STDC2|160000|1024x512|2048x1024|79.04%|79.52%|79.85%|[config](./pp_liteseg_stdc2_cityscapes_1024x512_scale1.0_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale1.0_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale1.0_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=12fa0144ca6a1541186afd2c53d31bcb)| +|PP-LiteSeg-B|STDC2|160000|1024x512|2048x1024|79.04%|79.52%|80.08%|[config](./pp_liteseg_stdc2_cityscapes_1024x512_scale1.0_160k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale1.0_160k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/pp_liteseg_stdc2_cityscapes_1024x512_scale1.0_160k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=12fa0144ca6a1541186afd2c53d31bcb)| Note that: * Use [infer_onnx_trt.py](../../deploy/python/infer_onnx_trt.py) to measure the inference speed. @@ -171,8 +171,8 @@ PP-LiteSeg-B2 | STDC2 | 768x1536 | 78.2 | 77.5 | 102.6| | Model | Backbone | Training Iters | Train Resolution | Test Resolution | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-|-| -|PP-LiteSeg-T|STDC1|10000|960x720|960x720|73.30%|73.89%|73.66%|[config](./pp_liteseg_stdc1_camvid_960x720_10k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc1_camvid_960x720_10k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc1_camvid_960x720_10k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=5685c196ff76493cecf867564c7e49be)| -|PP-LiteSeg-B|STDC2|10000|960x720|960x720|75.10%|75.85%|75.48%|[config](./pp_liteseg_stdc2_camvid_960x720_10k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc2_camvid_960x720_10k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc2_camvid_960x720_10k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=cf5223dd121d58ceff7fd93135efb573)| +|PP-LiteSeg-T|STDC1|10000|960x720|960x720|73.30%|73.89%|73.75%|[config](./pp_liteseg_stdc1_camvid_960x720_10k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc1_camvid_960x720_10k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc1_camvid_960x720_10k/train.log)\|[vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=5685c196ff76493cecf867564c7e49be)| +|PP-LiteSeg-B|STDC2|10000|960x720|960x720|75.10%|75.85%|75.46%|[config](./pp_liteseg_stdc2_camvid_960x720_10k.yml)\|[model](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc2_camvid_960x720_10k/model.pdparams)\|[log](https://paddleseg.bj.bcebos.com/dygraph/camvid/pp_liteseg_stdc2_camvid_960x720_10k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=cf5223dd121d58ceff7fd93135efb573)| Note: * The flip denotes flip_horizontal, the ms denotes multi scale, i.e (0.75, 1.0, 1.25) * test_resolution. diff --git a/configs/pspnet/README.md b/configs/pspnet/README.md index a48415eeee..21c1cede68 100644 --- a/configs/pspnet/README.md +++ b/configs/pspnet/README.md @@ -10,12 +10,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|PSPNet|ResNet50_OS8|1024x512|80000|78.83%|79.03%|79.32%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=2758d49b826d614abc53fb79562ebd10)| -|PSPNet|ResNet101_OS8|1024x512|80000|80.48%|80.74%|81.04%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=899c080f0c38e0f5481e0dd28038bb6f)| +|PSPNet|ResNet50_OS8|1024x512|80000|78.83%|79.03%|79.66%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet50_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet50_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=2758d49b826d614abc53fb79562ebd10)| +|PSPNet|ResNet101_OS8|1024x512|80000|80.48%|80.74%|81.29%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet101_os8_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/pspnet_resnet101_os8_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=899c080f0c38e0f5481e0dd28038bb6f)| ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|PSPNet|ResNet50_OS8|512x512|40000|80.76%|80.92%|80.91%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=d94fca382566d823dd23a84d380fe0af)| -|PSPNet|ResNet101_OS8|512x512|40000|80.22%|80.48%|80.36%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=5fe5012cf0bd58a3574c95e0fc79306b)| +|PSPNet|ResNet50_OS8|512x512|40000|80.76%|80.92%|81.18%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet50_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet50_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=d94fca382566d823dd23a84d380fe0af)| +|PSPNet|ResNet101_OS8|512x512|40000|80.22%|80.48%|80.68%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet101_os8_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/pspnet_resnet101_os8_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=5fe5012cf0bd58a3574c95e0fc79306b)| diff --git a/configs/rtformer/README.md b/configs/rtformer/README.md index 15a875ef11..8cc437be64 100644 --- a/configs/rtformer/README.md +++ b/configs/rtformer/README.md @@ -10,13 +10,13 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|RTFormer-Base|-|1024x512|120000|79.24%|79.80%|80.19%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/rtformer_base_cityscapes_1024x512_120k/model.pdparams) \| [log]() \| [vdl]()| -|RTFormer-Slim|-|1024x512|120000|76.31%|77.05%|77.58%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/rtformer_slim_cityscapes_1024x512_120k/model.pdparams) \| [log]() \| [vdl]()| +|RTFormer-Base|-|1024x512|120000|79.24%|79.80%|80.48%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/rtformer_base_cityscapes_1024x512_120k/model.pdparams) \| [log]() \| [vdl]()| +|RTFormer-Slim|-|1024x512|120000|76.31%|77.05%|77.91%|[model](https://paddleseg.bj.bcebos.com/dygraph/cityscapes/rtformer_slim_cityscapes_1024x512_120k/model.pdparams) \| [log]() \| [vdl]()| ### ADE20k | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|RTFormer-Base|-|512x512|160000|42.02%|42.43%|42.72%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/rtformer_base_ade20k_512x512_160k/model.pdparams) \| [log]() \| [vdl]()| -|RTFormer-Slim|-|512x512|160000|36.67%|37.32%|37.20%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/rtformer_slim_ade20k_512x512_160k/model.pdparams) \| [log]() \| [vdl]()| +|RTFormer-Base|-|512x512|160000|42.02%|42.43%|42.97%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/rtformer_base_ade20k_512x512_160k/model.pdparams) \| [log]() \| [vdl]()| +|RTFormer-Slim|-|512x512|160000|36.67%|37.32%|37.58%|[model](https://paddleseg.bj.bcebos.com/dygraph/ade20k/rtformer_slim_ade20k_512x512_160k/model.pdparams) \| [log]() \| [vdl]()| diff --git a/configs/segnet/README.md b/configs/segnet/README.md index 31b20496f6..4308f6e3c0 100644 --- a/configs/segnet/README.md +++ b/configs/segnet/README.md @@ -9,4 +9,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|SegNet|-|1024x512|80000|60.09%|60.88%|61.85%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/segnet_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/segnet_cityscapes_1024×512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=cb3abc86f6a3ebcd2d3033a68b23162d) +|SegNet|-|1024x512|80000|60.09%|60.88%|61.97%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/segnet_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/segnet_cityscapes_1024×512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=cb3abc86f6a3ebcd2d3033a68b23162d) diff --git a/configs/sfnet/README.md b/configs/sfnet/README.md index d7a15b0ca3..961dc78b14 100644 --- a/configs/sfnet/README.md +++ b/configs/sfnet/README.md @@ -11,5 +11,5 @@ Semantic Flow for Fast and Accurate Scene Parsing. ECCV (1) 2020: 775-793 . | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|SFNet|ResNet18_OS8|1024x1024|80000|78.72%|79.11%|79.28%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet18_os8_cityscapes_1024x1024_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet18_os8_cityscapes_1024x1024_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=0d790ad96282048b136342fcebb08d14)| -|SFNet|ResNet50_OS8|1024x1024|80000|81.49%|81.63%|81.85%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet50_os8_cityscapes_1024x1024_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet50_os8_cityscapes_1024x1024_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=d458349ec63ea8ccd6fae84afa8ea981)| +|SFNet|ResNet18_OS8|1024x1024|80000|78.72%|79.11%|79.49%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet18_os8_cityscapes_1024x1024_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet18_os8_cityscapes_1024x1024_80k/train.log) \| [vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/scalar?id=0d790ad96282048b136342fcebb08d14)| +|SFNet|ResNet50_OS8|1024x1024|80000|81.49%|81.63%|82.10%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet50_os8_cityscapes_1024x1024_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/sfnet_resnet50_os8_cityscapes_1024x1024_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=d458349ec63ea8ccd6fae84afa8ea981)| diff --git a/configs/stdcseg/README.md b/configs/stdcseg/README.md index b88c092176..2ac2490c98 100644 --- a/configs/stdcseg/README.md +++ b/configs/stdcseg/README.md @@ -11,12 +11,12 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |---|---|---|---|---|---|---|---| -|STDC1-Seg50|STDC1|1024x512|80000|74.74%|75.71%|76.64%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc1_seg_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc1_seg_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f450fdef2b3b02574e3eb293242d1fbd) | -|STDC2-Seg50|STDC2|1024x512|80000|77.60%|78.32%|78.83%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc2_seg_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc2_seg_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1f9c39f10e94327803faae96a516a7a6) | +|STDC1-Seg50|STDC1|1024x512|80000|74.74%|75.71%|76.77%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc1_seg_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc1_seg_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=f450fdef2b3b02574e3eb293242d1fbd) | +|STDC2-Seg50|STDC2|1024x512|80000|77.60%|78.32%|79.09%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc2_seg_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/stdc2_seg_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1f9c39f10e94327803faae96a516a7a6) | ### Pascal VOC 2012 + Aug | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|STDC1-Seg50|STDC1|512x512|40000|68.06%|68.48%|69.04%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc1_seg_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc1_seg_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=86061db4140c995922b033f96945d3da) | -|STDC2-Seg50|STDC2|512x512|40000|68.98%|70.07%|69.99%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc2_seg_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc2_seg_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=46d5d3cead36ee9d16df1d06b121b3bc) | +|STDC1-Seg50|STDC1|512x512|40000|68.06%|68.48%|69.26%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc1_seg_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc1_seg_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=86061db4140c995922b033f96945d3da) | +|STDC2-Seg50|STDC2|512x512|40000|68.98%|70.07%|70.72%|[model](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc2_seg_voc12aug_512x512_40k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/pascal_voc12/stdc2_seg_voc12aug_512x512_40k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=46d5d3cead36ee9d16df1d06b121b3bc) | diff --git a/configs/uhrnet/README.md b/configs/uhrnet/README.md index 57f3b6e508..1f1f1f799f 100644 --- a/configs/uhrnet/README.md +++ b/configs/uhrnet/README.md @@ -9,7 +9,7 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|FCN|UHRNet_W18_small|1024x512|80000|77.66%|78.26%|78.47%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=9cb0e961bc1f89d3484190f9d4de550b)| -|FCN|UHRNet_W18_small|1024x512|120000|78.39%|79.09%|79.03%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_120k_bs3/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_120k_bs3/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6f6c41e46cf8b26d3a941bf7e09698f8)| -|FCN|UHRNet_W48|1024x512|80000|81.28%|81.76%|81.48%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1c2fbc3a5558d530c2a1fc8c2cd34da5)| -|FCN|UHRNet_W48|1024x512|120000|81.91%|82.39%|82.28%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_120k_bs3/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_120k_bs3/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a94e548519f9487c435530532f7a027c)| +|FCN|UHRNet_W18_small|1024x512|80000|77.66%|78.26%|78.79%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=9cb0e961bc1f89d3484190f9d4de550b)| +|FCN|UHRNet_W18_small|1024x512|120000|78.39%|79.09%|79.35%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_120k_bs3/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw18_small_cityscapes_1024x512_120k_bs3/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=6f6c41e46cf8b26d3a941bf7e09698f8)| +|FCN|UHRNet_W48|1024x512|80000|81.28%|81.76%|81.91%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_80k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_80k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=1c2fbc3a5558d530c2a1fc8c2cd34da5)| +|FCN|UHRNet_W48|1024x512|120000|81.91%|82.39%|82.71%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_120k_bs3/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/fcn_uhrnetw48_cityscapes_1024x512_120k_bs3/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=a94e548519f9487c435530532f7a027c)| diff --git a/configs/unet/README.md b/configs/unet/README.md index 963d1fbcea..2991789f3e 100644 --- a/configs/unet/README.md +++ b/configs/unet/README.md @@ -9,7 +9,7 @@ | Model | Backbone | Resolution | Training Iters | Batch Size | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| -|UNet|-|1024x512|160000|4|65.00%|66.02%|66.89%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/unet_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/unet_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=67b3338de34ad09f0cb5e7c6856305cc)| +|UNet|-|1024x512|160000|4|65.00%|66.02%|67.29%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/unet_cityscapes_1024x512_160k/model.pdparams) \| [log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/unet_cityscapes_1024x512_160k/train.log) \| [vdl](https://paddlepaddle.org.cn/paddle/visualdl/service/app?id=67b3338de34ad09f0cb5e7c6856305cc)| ### STARE | Model | Backbone | Resolution | Training Iters | Batch Size | AUC ROC | DICE | mIoU | Links | diff --git a/configs/upernet/README.md b/configs/upernet/README.md index 03f1fd97a4..e60365ddb7 100644 --- a/configs/upernet/README.md +++ b/configs/upernet/README.md @@ -11,4 +11,4 @@ | Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links | |-|-|-|-|-|-|-|-| -|UPerNet|ResNet101_OS8|512x1024|40000|79.58%|80.11%|80.41%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/upernet_resnet101_os8_cityscapes_512x1024_40k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/upernet_resnet101_os8_cityscapes_512x1024_40k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/index?id=c635ae2e70e148796cd58fae5273c3d6)| +|UPerNet|ResNet101_OS8|512x1024|40000|79.58%|80.11%|80.64%|[model](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/upernet_resnet101_os8_cityscapes_512x1024_40k/model.pdparams)\|[log](https://bj.bcebos.com/paddleseg/dygraph/cityscapes/upernet_resnet101_os8_cityscapes_512x1024_40k/train.log)\|[vdl](https://www.paddlepaddle.org.cn/paddle/visualdl/service/app/index?id=c635ae2e70e148796cd58fae5273c3d6)|