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交互式图像分割

这里记录查看过的一些交互式图像代码,包括Github库、论文地址以及所作的一些尝试。

代码状态

  • ✅ 通过pytorch或者tensorflow实现推理过程
  • ✳️ 通过OpenCV DNN模块读取模型以及其他方式(非pytorch)实现推理过程
  • ⏹ 有代码,没有模型,没有做
  • ✖️ 没有找到开源代码
  • ❌ 存在某种困难或者其他原因,战略性放弃
  • 🔶 暂时未尝试

代码分类

这里主要按年份分类:

2016, 2017, 2018, 2019, 2020, 2021

2016

✖️ Deep interactive object selection

2017

✖️ Regional interactive image segmentation networks

Deep GrabCut for Object Selection

Deep extreme cut: From extreme points to object segmentation

🔶 Annotating object instances with a polygon-RNN

2018

Iteratively trained interactive segmentation

SeedNet: Automatic seed generation with deep reinforcement learning for robust interactive segmentation

Interactive image segmentation with latent diversity

✳️ A fully convolutional two-stream fusion network for interactive image segmentation

🔶 Efficient interactive annotation of segmentation datasets with polygon-RNN++

🔶 Few-Shot Segmentation Propagation with Guided Networks

2019

✳️ Interactive image segmentation via backpropagating refinement scheme

✖️ Interactive full image segmentation by considering all regions jointly

✖️ MultiSeg: Semantically meaningful, scale-diverse segmentations from minimal user input

🔶 Fast interactive object annotation with curve-GCN

🔶 Object instance annotation with deep extreme level set evolution

2020

Interactive image segmentation with first click attention

🔶 DISIR: Deep image segmentation with interactive refinement

F-BRS: Rethinking backpropagating refinement for interactive segmentation

Getting to 99% accuracy in interactive segmentation

🔶 Interactive Object Segmentation with Inside-Outside Guidance

2021

🔶 Reviving Iterative Training with Mask Guidance for Interactive Segmentation