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robmarkcole committed Jun 21, 2024
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Expand Up @@ -571,6 +571,8 @@ Note that deforestation detection may be treated as a segmentation task or a cha

- [methane-emission-project](https://github.com/stlbnmaria/methane-emission-project) -> Classification CNNs was combined in an ensemble approach with traditional methods on tabular data

- [CH4Net](https://github.com/annavaughan/CH4Net) -> A fast, simple model for detection of methane plumes using sentinel-2

- [EddyNet](https://github.com/redouanelg/EddyNet) -> A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies

- [schisto-vegetation](https://github.com/deleo-lab/schisto-vegetation) -> Deep Learning Segmentation of Satellite Imagery Identifies Aquatic Vegetation Associated with Snail Intermediate Hosts of Schistosomiasis in Senegal, Africa
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- [contrastive_SSL_ship_detection](https://github.com/alina2204/contrastive_SSL_ship_detection) -> Contrastive self supervised learning for ship detection in Sentinel 2 images

- [airbus-ship-detection](https://github.com/odessitua/airbus-ship-detection) -> using DeepLabV3+

- [Unet with web-application applied to Airbus ships](https://github.com/glibesyck/ImageSegmentation)

### Segmentation - Other manmade

- [Aarsh2001/ML_Challenge_NRSC](https://github.com/Aarsh2001/ML_Challenge_NRSC) -> Electrical Substation detection
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- [Arbitrary-Oriented Ship Detection through Center-Head Point Extraction](https://github.com/JinleiMa/ASD)

- [ship_detection](https://github.com/rugg2/ship_detection) -> using an interesting combination of CNN classifier, Class Activation Mapping (CAM) & UNET segmentation. Accompanying [three part blog post](https://www.vortexa.com/insights/technology/satellite-images-object-detection/)
- [ship_detection](https://github.com/rugg2/ship_detection) -> using an interesting combination of CNN classifier, Class Activation Mapping (CAM) & UNET segmentation

- [Building a complete Ship detection algorithm using YOLOv3 and Planet satellite images](https://medium.com/intel-software-innovators/ship-detection-in-satellite-images-from-scratch-849ccfcc3072) -> covers finding and annotating data (using LabelMe), preprocessing large images into chips, and training Yolov3. [Repo](https://github.com/amanbasu/ship-detection)

Expand Down Expand Up @@ -1698,6 +1704,8 @@ Regression in remote sensing involves predicting continuous variables such as wi

- [GEDI-BDL](https://github.com/langnico/GEDI-BDL) -> Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles

- [Global-Canopy-Height-Map](https://github.com/AI4Forest/Global-Canopy-Height-Map) -> Estimating Canopy Height at Scale (ICML2024)

- [HighResCanopyHeight](https://github.com/facebookresearch/HighResCanopyHeight) -> code for Meta paper: Very high resolution canopy height maps from RGB imagery using self-supervised vision transformer and convolutional decoder trained on Aerial Lidar

- [Traffic density estimation as a regression problem instead of object detection](https://omdena.com/blog/ai-road-safety/) -> inspired by paper: Traffic density estimation method from small satellite imagery: Towards frequent remote sensing of car traffic
Expand Down Expand Up @@ -2219,7 +2227,7 @@ The analysis of time series observations in remote sensing data has numerous app

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

- [stenn-pytorch](https://github.com/ThinkPak/STENN) -> A Spatio-temporal Encoding Neural Network for Semantic Segmentation of Satellite Image Time Series
- [stenn-pytorch](https://github.com/ThinkPak/stenn-pytorch) -> A Spatio-temporal Encoding Neural Network for Semantic Segmentation of Satellite Image Time Series

#
## Crop classification
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- [skai](https://github.com/google-research/skai) -> a machine learning based tool from Goolge for performing automatic building damage assessments on aerial imagery of disaster sites.

- [building-damage-assessment-cnn-siamese](https://github.com/microsoft/building-damage-assessment-cnn-siamese) -> from the Microsoft Ai for Good lab

#
## Super-resolution

Expand Down Expand Up @@ -3733,6 +3743,8 @@ Training data can be hard to acquire, particularly for rare events such as chang

- [LHRS-Bot](https://github.com/NJU-LHRS/LHRS-Bot) -> Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model

- [Awesome-VLGFM](https://github.com/zytx121/Awesome-VLGFM) -> Towards Vision-Language Geo-Foundation Models: A Survey

#
## Foundational models

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