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robmarkcole committed May 31, 2024
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Expand Up @@ -588,6 +588,8 @@ Note that deforestation detection may be treated as a segmentation task or a cha

- [SAR-landslide-detection-pretraining](https://github.com/VMBoehm/SAR-landslide-detection-pretraining) -> SAR-based landslide classification pretraining leads to better segmentation

- [Landslide mapping from Sentinel-2 imagery through change detection](https://github.com/links-ads/igarss-landslide-delineation)

### Segmentation - Glaciers

- [HED-UNet](https://github.com/khdlr/HED-UNet) -> a model for simultaneous semantic segmentation and edge detection, examples provided are glacier fronts and building footprints using the Inria Aerial Image Labeling dataset
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- [LRDNet](https://github.com/dyl96/LRDNet) -> A Lightweight Road Detection Algorithm Based on Multiscale Convolutional Attention Network and Coupled Decoder Head

- [Fine–Grained Extraction of Road Networks via Joint Learning of Connectivity and Segmentation](https://github.com/YXu556/RoadExtraction) -> uses SpaceNet 3 dataset

### Segmentation - Buildings & rooftops

- [Road and Building Semantic Segmentation in Satellite Imagery](https://github.com/Paulymorphous/Road-Segmentation) uses U-Net on the Massachusetts Roads Dataset & keras
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- [SolarDetection-solafune](https://github.com/bit-guber/SolarDetection-solafune) -> Solar Panel Detection Using Sentinel-2 for the Solafune Competition

- [A Comparative Evaluation of Deep Learning Techniques for Photovoltaic Panel Detection from Aerial Images](https://github.com/links-ads/access-solar-panels)

### Segmentation - Other manmade

- [Aarsh2001/ML_Challenge_NRSC](https://github.com/Aarsh2001/ML_Challenge_NRSC) -> Electrical Substation detection
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- [Exchanger4SITS](https://github.com/TotalVariation/Exchanger4SITS) -> Rethinking the Encoding of Satellite Image Time Series

- [Rapid Wildfire Hotspot Detection Using Self-Supervised Learning on Temporal Remote Sensing Data](https://github.com/links-ads/igarss-multi-temporal-hotspot-detection)

#
## Crop classification

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- [Composed Image Retrieval for Remote Sensing](https://github.com/billpsomas/rscir)

- [CSMAE](https://github.com/jakhac/CSMAE) -> About
Cross-Sensor Masked Autoencoder for Content Based Image Retrieval in Remote Sensing

#
## Image Captioning

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- [SatViT](https://github.com/antofuller/SatViT) -> self-supervised training of multispectral optical and SAR vision transformers

- [SITS-MoCo](https://github.com/YXu556/SITS-MoCo) -> Self-supervised pre-training for large-scale crop mapping using Sentinel-2 time series

#
## Weakly & semi-supervised learning

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