Albumentations on GitHub in Geospatial and Earth observation
Used in 542 public GitHub repositories
Satellite, aerial, remote-sensing, mapping, and Earth-observation imagery.
Public examples
Top public GitHub repositories
Showing the top 100
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
4,059 stars562 forksGeoAI: Artificial Intelligence for Geospatial Data
3,091 stars456 forksAn open source library and framework for deep learning on satellite and aerial imagery.
2,221 stars399 forksyolov5 + csl_label.(Oriented Object Detection)（Rotation Detection）（Rotated BBox）基于yolov5的旋转目标检测
1,945 stars427 forksDatasets for deep learning with satellite & aerial imagery
1,153 stars127 forksUNetFormer: A UNet-like transformer for efficient semantic segmentation of remote sensing urban scene imagery, ISPRS. Also, including other vision transformers and CNNs for satellite, aerial image and UAV image segmentation.
1,080 stars152 forksAn Agnostic Computer Vision Framework - Pluggable to any Training Library: Fastai, Pytorch-Lightning with more to come
867 stars148 forksA Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).
813 stars159 forksYOLOv11-RGBT: Towards a Comprehensive Single-Stage Multispectral Object Detection Framework（Supports RGBT detection for all YOLO series from YOLOv3 to YOLOv13, as well as RTDETR. 【Ultralytics YOLOv3-YOLOv13】
687 stars95 forksThis is the pytorch implement of our paper "RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model"
657 stars44 forksDeep Learning Simplified is an Open-source repository, containing beginner to advance level deep learning projects for the contributors, who are willing to start their journey in Deep Learning. Devfolio URL, https://devfolio.co/projects/deep-learning-simplified-f013
582 stars473 forks[NeurIPS 2021] LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation
540 stars65 forksCosmiQ Works Geospatial Machine Learning Analysis Toolkit
444 stars119 forks- 425 stars108 forks
The official implementation of "ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning"
421 stars57 forks🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.
396 stars48 forksDeep learning models for change detection of remote sensing images
391 stars63 forksThe official repo for [NeurIPS'23] "SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model"
384 stars19 forksCellViT: Vision Transformers for Precise Cell Segmentation and Classification
383 stars74 forksPyTorch implementation of SatCLIP
369 stars44 forksOfficial code of Remote Sensing Mamba
344 stars25 forksSmall-Object Detection in Remote Sensing (satellite) Images with End-to-End Edge-Enhanced GAN and Object Detector Network
315 stars65 forksCreate a digital-twin style traffic visualization using only mp4 CCTV footage and its Google Maps location.
310 stars39 forksThis is the pytorch implement of the paper "RSMamba: Remote Sensing Image Classification with State Space Model"
303 stars22 forksMLEvolve is an open-source autonomous system for end-to-end machine learning algorithm design and optimization powered by progressive search and experience-driven memory.
293 stars54 forksTowards Robust Evaluation for Geospatial Foundation Models
270 stars46 forksTerraMind is the first any-to-any generative foundation model for Earth Observation, built by IBM and ESA.
265 stars42 forks[TPAMI 2026] Large-Scale 3D Medical Image Pre-training with Geometric Context Priors
265 stars17 forks[AAAI'25] Official Code for “Locate Anything on Earth: Advancing Open-Vocabulary Object Detection for Remote Sensing Community"
255 stars26 forksThe official repo for [JSTARS'24] "MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining"
249 stars13 forksThis repository contains details of the release of the Prithvi-EO-2.0 foundation model.
247 stars44 forksChat with RS-ChatGPT and get the remote sensing interpretation results and the response!
241 stars29 forksEarth system foundation model data, training, and eval
240 stars48 forks[ESSD 2025 & IEEE DFC 2025 & CVPRW 2026] Bright: A globally distributed multimodal VHR dataset for all-weather disaster response
239 stars39 forks[Nature Machine Intelligence 2025] This repository is the official implementation of the paper "A semantic-enhanced multi-modal remote sensing foundation model for Earth observation".
222 stars9 forksYet another repository for developing and benchmarking deep learning-based change detection methods.
218 stars29 forks[ICME2024 Oral, JSTARS2025, TGRS2026] Change detection of remote sensing images
213 stars20 forksCode for 1st place solution in Understanding Clouds from Satellite Images Challenge.
211 stars53 forksAiTLAS implements state-of-the-art AI methods for exploratory and predictive analysis of satellite images.
210 stars41 forks- 205 stars53 forks
PyVerse is an open-source collection of diverse Python projects, tools, and scripts, ranging from beginner to advanced, across various domains like machine learning, web development, and automation.
197 stars319 forks🛣 Building an end-to-end Promptable Semantic Segmentation (Computer Vision) project from training to inferencing a model on LandCover.ai data (Satellite Imagery).
195 stars30 forksChange is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery (ICCV 2021) https://arxiv.org/abs/2108.07002
191 stars34 forks[IEEE TGRS 2024 🔥] Change-Agent: Toward Interactive Comprehensive Remote Sensing Change Interpretation and Analysis
191 stars20 forksVGI-Enhanced multimodal large language model for remote sensing images.
191 stars14 forksEvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale.
184 stars33 forksAn ecosystem of data, models and code pipelines to tackle flooding with ML🌊
183 stars44 forksExperiments on Flood Segmentation on Sentinel-1 SAR Imagery with Cyclical Pseudo Labeling and Noisy Student Training
181 stars39 forks[TGRS2025, ISPRS2025, TGRS2026] semantic segmentation of remote sensing images
177 stars11 forksWinning algorithms for the SpaceNet 4: Off-Nadir Building Footprint Detection Challenge
174 stars34 forks[IEEE GRSM 2025 🔥] "Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model"
174 stars9 forksA framework for change detection using PyTorch
169 stars26 forksForeground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery (CVPR 2020 & TPAMI 2023) https://arxiv.org/pdf/2011.09766.pdf
169 stars22 forksBuilding footprint segmentation from satellite and aerial imagery
165 stars35 forksA simplified implementation of remote sensing change detection based on pytorch
161 stars13 forksSoftware for working with satellite & aerial imagery ML datasets
159 stars30 forksThe official repo for [TGRS'22] "An Empirical Study of Remote Sensing Pretraining"
159 stars11 forksThe Winning Solution to the Cultivated land Extraction From High-Resolution Remote Sensing Image Challenge (1 / 486)
158 stars33 forksThis is the pytorch implement of our paper "RSBuilding: Towards General Remote Sensing Image Building Extraction and Change Detection with Foundation Model"
157 stars7 forks[AAAI 2024] EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question Answering
154 stars5 forks- 151 stars50 forks
- 150 stars8 forks
AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
147 stars20 forks[IEEE GRSL] The official implementation of UNetMamba: An Efficient UNet-Like Mamba for Semantic Segmentation of High-Resolution Remote Sensing Images on PyTorch
141 stars8 forksA collection of some awesome public object detection and recognition datasets.
137 stars11 forksImplementation of Hang et al. 2020 "Hyperspectral Image Classification with Attention Aided CNNs" for tree species prediction
136 stars38 forksImplementation of Latent Diffusion Super-Resolution model for RGB-NIR Sen2 imagery.
136 stars26 forksNotebooks demonstrating example applications of the cleanlab library
134 stars28 forks[AAAI 2026 (Oral)] LWGANet: Addressing Spatial and Channel Redundancy in Remote Sensing Visual Tasks with Light-Weight Grouped Attention
133 stars6 forksPretrained remote sensing models for the rest of us.
132 stars1 forks- 131 stars16 forks
A project for text-to-image remote sensing image generation.
130 stars17 forksAI for remote sensing, remote sense, object detection, oriented object detection, computer vision, cv
128 stars13 forksMastering NLP from Foundations to LLMs, Published by Packt
127 stars62 forksWinners of the Open Cities AI Challenge competition
125 stars27 forksOfficial implementation for "JL1-CD: A New Benchmark for Remote Sensing Change Detection and a Robust Multi-Teacher Knowledge Distillation Framework"
125 stars19 forksOne line code to get any remote sensing foundation model embeddings for any place and any time
125 stars16 forksThis is an official implementation for "Anomaly Segmentation for High-Resolution Remote Sensing Images Based on Pixel Descriptors“ (AAAI 2023))
120 stars1 forksOfficial implementation of the WACV 2025 paper "Pix2Poly: A Sequence Prediction Method for End-to-end Polygonal Building Footprint Extraction from Remote Sensing Imagery".
119 stars15 forksIndividual tree crown delineation in optical remote sensing images
114 stars22 forksA PyTorch implementation of "GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis"
114 stars16 forksOpen-source ML platform for detecting deforestation, ice melt, and flooding from Sentinel-2 / Landsat imagery.
113 stars216 forksBuilding Extraction from remote sensing image using Vision Transformer, IEEE Transactions on Geoscience and Remote Sensing, 2022
108 stars12 forksPyTorch implementation of PerCo (Towards Image Compression with Perfect Realism at Ultra-Low Bitrates, ICLR 2024)
106 stars6 forksA computer vision project for image segmentation
104 stars46 forksAn official implementation of EvoSearch: Scaling Image and Video Generation via Test-Time Evolutionary Search
104 stars5 forksThe official implementation of paper "Unified Self-Supervised Learning Framework for Remote Sensing Images".
103 stars8 forks#88
StuLiu/RegDA
The official implementation for "Learn from Segment Anything Model: Local Region Homogenizing for Cross-domain Remote Sensing Image Segmentation".
101 stars0 forksUANet: an Uncertainty-Aware Network for Building Extraction from Remote Sensing Images
96 stars4 forks#90
IGNF/FLAIR-2
Semantic segmentation from multi-source optical data (baseline for the FLAIR#2 challenge)
94 stars14 forks#91
KyanChen/TTP
Implement of the paper "Time Travelling Pixels: Bitemporal Features Integration with Foundation Model for Remote Sensing Image Change Detection"
94 stars6 forksCode repository for "Self-supervised Vision Transformers for Land-cover Segmentation and Classification", CVPR EarthVision Workshop 2022 - Best Student Paper Award
93 stars16 forksISPRS: Using a semantic edge-aware multi-task neural network to delineate agricultural parcels from remote sensing images
93 stars9 forksAlgorithmic baseline for SpaceNet 8 Challenge
92 stars23 forksA tool for developing remote sensing datasets and models.
91 stars15 forks[CVPR 2024] 3D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions
89 stars7 forksMulti-Class Semantic Segmentation on Dubai's Satellite Images.
87 stars27 forksThis is the implement of the paper "DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding"
86 stars2 forks[IEEE TIP 2023] Txt2Img-MHN: Remote Sensing Image Generation from Text Using Modern Hopfield Networks
82 stars7 forks[ISWA 2025] Lightweight Edge-Real-Time Small Object Detection on Aerial Imagery
82 stars6 forks