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robmarkcole committed Jan 19, 2023
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Expand Up @@ -472,6 +472,8 @@ Semantic Segmentation
* [electrical_substation_detection](https://github.com/thisishardik/electrical_substation_detection) -> using UNet, Albumentations for image augmentation, and OpenCV for computer vision tasks
* [PLGAN-for-Power-Line-Segmentation](https://github.com/R3ab/PLGAN-for-Power-Line-Segmentation) -> code for 2022 [paper](https://arxiv.org/abs/2204.07243): PLGAN: Generative Adversarial Networks for Power-Line Segmentation in Aerial Images
* [MCAN-OilSpillDetection](https://github.com/liyongqingupc/MCAN-OilSpillDetection) -> Oil Spill Detection with A Multiscale Conditional Adversarial Network under Small Data Training, with [paper](https://www.mdpi.com/2072-4292/13/12/2378). A multiscale conditional adversarial network (MCAN) trained with four oil spill observation images accurately detects oil spills in new images.
* [plastics](https://github.com/earthrise-media/plastics) -> Detecting and Monitoring Plastic Waste Aggregations in Sentinel-2 Imagery for [globalplasticwatch.org](https://globalplasticwatch.org/)
* [mining-detector](https://github.com/earthrise-media/mining-detector) -> detection of artisanal gold mines in Sentinel-2 satellite imagery for [Amazon Mining Watch](https://amazonminingwatch.org/). Also covers clandestine airstrips

### Instance segmentation
In instance segmentation, each individual 'instance' of a segmented area is given a unique lable. For detection of very small objects this may a good approach, but it can struggle seperating individual objects that are closely spaced.
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* [Remote-Sensing-RVSA](https://github.com/ViTAE-Transformer/Remote-Sensing-RVSA) -> code for 2022 [paper](https://arxiv.org/abs/2208.03987): Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model
* [SatViT](https://github.com/antofuller/SatViT) -> self-supervised training of multispectral optical and SAR vision transformers
* [UDA_for_RS](https://github.com/Levantespot/UDA_for_RS) -> code for 2022 [paper](https://www.mdpi.com/2072-4292/14/19/4942): Unsupervised Domain Adaptation for Remote Sensing Semantic Segmentation with Transformer
* [Vision Transformers for Low Earth Orbit Satellites](https://myrtle.ai/learn/leo-1-low-earth-orbit-satellites/) -> blog post that investigates deploying Vision Transformers on low earth orbit satellites

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