Qidi Shu

SpectralX. SpectralX: Parameter-efficient Domain Generalization for Spectral Remote Sensing Foundation Models, ISPRS, 2026.

TerraDiT. Diffusion Transformer for Satellite Image Synthesis [ECCV'26]

CROPs_In_SeasonMapping. Python

beta-earth. Emulator of AlphaEarth

AnyDisasterMapping. Code Repo for Earth Observation for Disaster Mapping: Benchmarks, Methods, Challenges and Future Perspectives

HuiYanEarth-SAR. HuiYanEarth-SAR(2026)

AGFlow-model.

Awesome-Remote-Sensing-Agents. 🚀Official Repository of Intelligent Remote Sensing Agents: A Survey

time-series-data-downloader. Time-Series Data Downloader & Preprocessor (TSDP) is an open-source Python tool for automating the download and preprocessing of Landsat 1–9 (including MSS and panchromatic), Sentinel-2, GEDI, and other satellite data from GEE, Copernicus, and NASA Earthdata, for user-selected MGRS tiles.

Awesome-RS-VL-Data. Awesome Remote Sensing Vision-Language Datasets

COP-GEN. [preprint] 🌍 COP-GEN: Latent Diffusion Transformer for Copernicus Earth Observation Data

rs-embed. One line code to get any remote sensing foundation model embeddings for any place and any time

DEO-FM. Repository for Brewing Stronger Features: Dual-Teacher Distillation for Multispectral Earth Observation [CVPR 2026 Highlight].

Shield. [JRS 2026] Unsupervised detection of disaster-affected areas by combining the strengths of change detection and anomaly detection: target for on-orbit application

ECHOSAT. This is the official repository for the paper "ECHOSAT: Estimating Canopy Height Over Space And Time"

SpaXFus. Python

EarthVL. EarthVL: A Progressive Earth Vision-Language Understanding and Generation Framework

UniTS. UniTS: Unified Time Series Generative Model for Remote Sensing

RemoteSensing-Restoration-Survey. [ISPRS 2026] Remote Sensing Image Dehazing: A Systematic Review of Progress, Challenges, and Prospects

olmoearth_pretrain. Earth system foundation model data, training, and eval

AnytimeFormer. [RSE 2026] AnytimeFormer: Fusing irregular and asynchronous SAR-optical time series to reconstruct reflectance at any given time

EuroCrops. The official repository for the EuroCrops dataset.

RSCC. [NeurIPS 2025 D&B] RSCC: A Real-World Remote Sensing Change Caption Dataset

FlowEdit. Official implementation of the paper: "FlowEdit: Inversion-Free Text-Based Editing Using Pre-Trained Flow Models"

Awesome-Training-Free-WAN2.1-Editing. Training-Free (Inversion-Free) methods meet WAN2.1-T2V🤗

Sino_BFmap. This repo hosts data and scripts to replicate Satellite Mapping of Every Building’s Function in Urban China Reveals Deep Built Environment Inequality

WildfireSpreadTS. Python

ViTP. Offical implementation of "Visual Instruction Pretraining for Domain-Specific Foundation Models"

DisasterM3. [NeurIPS 2025] DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response

Sat2Cap. Code for Sat2Cap model (Earthvision Best Paper Award)

RS-Agent. RS-Agent: An LLM-driven Remote Sensing Intelligent Agent

SegEarth-OV-2. Annotation-Free Open-Vocabulary Segmentation for Remote-Sensing Images

MergeSAM. Pytorch code of IGARSS2025 paper "MergeSAM: Unsupervised Change Detection of remote sensing Images Based on the Segment Anything Model"

CanadaFireSat-Data. Code for building CanadaFireSat

STIMP. Jupyter Notebook

S5. Official repo for [AAAI 2026 Oral] "S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing"

dinov3. Reference PyTorch implementation and models for DINOv3

Text2Earth. [IEEE GRSM 2025 🔥] "Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model"

tessera. [CVPR26] TESSERA is a foundation model that can process time-series satellite imagery for applications such as land classification and canopy height prediction. Developed at the University of Cambridge, it enables efficient extraction of temporal patterns from Earth observation

GlobalBuildingAtlas. GlobalBuildingAtlas: an open global and complete dataset of building polygons, heights and LoD1 3D models

SatDiFuser. [ICCV 2025] Can Generative Geospatial Diffusion Models Excel as Discriminative Geospatial Foundation Models?

lfmc. Live Fuel Moisture Content (LFMC) from satellite data

CRefDiff. [JSTARS 2026] Controllable Reference-Guided Diffusion with Local–Global Fusion for Real-World Remote Sensing Image Super-Resolution

SGDM. [ISPRS 2025] Semantic-Guided Large-Scale Factor Remote Sensing Image Super-Resolution with Generative Diffusion Prior

ChangeViT. [Pattern Recognition] ChangeViT: Unleashing Plain Vision Transformers for Change Detection

GDA. Code repository for "Parameter Efficient Self-supervised Geospatial Domain Adaptation", CVPR 2024

geo-vision-labeler. Geospatial Image Labeling Tool (GeoVision Labeler)

xview2_change. Python

DragOSM. TPAMI Underreview paper: DragOSM

FireRecovery.

geotessera. Python library for the Tessera embeddings

SPREAD. SPREAD is a large-scale synthetic dataset for image- and point-cloud- based tasks in forestry.

SegChange-R1. SegChange-R1: Augmented Reasoning for Remote Sensing Change Detection via Large Language Models

SAR-JEPA. Self-Supervised Learning for SAR ATR with a Joint-Embedding Predictive Architecture

Awesome-Efficient-Reasoning-Models. [TMLR 2025] Efficient Reasoning Models: A Survey

ReasonMap. [CVPR 2026] ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps

ADC. [MICCAI 2025] Adaptively Distilled ControlNet: Accelerated Training and Superior Sampling for Medical Image

Awesome-Generative-Models-for-OCR. [arXiv 25] OCRGenBench: A Comprehensive Benchmark for Evaluating OCR Generative Capabilities

UFO. [NeurIPS2025 Spotlight 🔥 ] Official implementation of 🛸 "UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface"

Siamese-Diffusion. [CVPR 2025] Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation

Search-o1. 🔍 Search-o1: Agentic Search-Enhanced Large Reasoning Models [EMNLP 2025]

WebThinker. [NeurIPS 2025] 🌐 WebThinker: Empowering Large Reasoning Models with Deep Research Capability

SMARTIES. SMARTIES: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images (ICCV 2025)

ts_ssl. Python

Awesome-LWMs. A Collection of Awesome Large Weather Models (LWMs) | AI for Earth (AI4Earth) | AI for Science (AI4Science)

sits_dl_preprocess. Python

ssl4eco. Python

PolyFootNet. TGRS paper PolyFootNet.

RESTORE-DiT. [RSE 2025] RESTORE-DiT: Reliable satellite image time series reconstruction by multimodal sequential diffusion transformer

PolNet-CR.

Joint_FRP. Code of paper'A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation'

landsatbench. Landsat-Bench: Datasets and Benchmarks for Landsat Foundation Models

H2Crop. Fine-grained Hierarchical Crop Type Classification from Integrated Hyperspectral EnMAP Data and Multispectral Sentinel-2 Time Series: A Large-scale Dataset and Dual-stream Transformer Method

satclip. PyTorch implementation of SatCLIP

BabyAgent. python版LemonAI 打造属于新手看一眼就懂的python版本BabyAgent

cleandift. Jupyter Notebook

sentle. Sentinel-1 & Sentinel-2 data cubes at large scale (bigger-than-memory) on any machine with integrated cloud detection, snow masking, harmonization, merging, and temporal composites. CDSE or PlanetaryComputer.

ChatTS. [VLDB' 25] ChatTS: LLM for Time Series Understanding and Reasoning

ThinkGeo. [CVPR 2026 🔥] ThinkGeo is a Comprehensive Benchmark to evaluate Tool-Augmented Agents for Remote Sensing Tasks

AgriFM. Implement code of paper "AgriFM: A Multi-source Temporal Remote Sensing Foundation Model for Agriculture mapping"

RemoteSAM. [ACM MM 25] Official repo of "RemoteSAM: Towards Segment Anything for Earth Observation"

graph4sits. Python

EarthDial. [CVPR 2025 🔥] EarthDial: Turning Multi-Sensory Earth Observations to Interactive Dialogues.

EarthSynth. Official Code for “EarthSynth: Generating Informative Earth Observation with Diffusion Models”

TiMo. Official repo for "TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series"

FusionMamba. Code for the paper: "FusionMamba: Efficient Image Fusion with State Space Model", TGRS, 2024.

SEN2SR. A Python package to super-resolve Sentinel-2 satellite imagery up to 2.5 meters.

opensr-degradation. A set of methods to emulate Sentinel-2 based on High-Resolution imagery.

HarvestStat-Africa. HarvestStat-Africa: Open Access Harmonized Subnational Crop Statistics

TimeCMA. [AAAI 2025] Official implementation of "TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment"

forest_typology. Datasets to protect Earth's forests and biodiversity

peft-geofm. Parameter-Efficient Fine-Tuning for Geospatial Foundation Models

elects. Jupyter Notebook

Exact. [CVPR 2025 Highlight] Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation

rs-paint. [ICLR ML4RS 2025] Official implementation for the paper "Tackling Few-Shot Segmentation in Remote Sensing via Inpainting Diffusion Model"

graph_weather. Graph-based weather forecasting models. Originally, PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)

pangaea-bench. Towards Robust Evaluation for Geospatial Foundation Models

SITS-ExtremeEvents. Official Implementation (code and models) of: "SITS-Extreme: Leveraging Satellite Image Time Series for Accurate Extreme Event Detection"

FoMo-Bench. Python

MDGF-CD. [INFFUS 2025]MDGF-CD: Land-cover change detection with multi-level DiffFormer feature grouping fusion for VHR remote sensing images

OmniWaterMask. Python library for high-accuracy water segmentation in satellite and aerial imagery, combining deep learning with NDWI and vector data for robust detection across multiple sensors and resolutions.

test_time_training_mae. The official github repo for "Test-Time Training with Masked Autoencoders"

SACo. Python

GSR4B. GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 Guidance

aurora. Implementation of the Aurora model for Earth system forecasting

CoM-views. Public repository of our paper in Neurocomputing

HySCDG. Python

HyperFree. This is an official implementation for "HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing Imagery" (CVPR2025)

Change3D. [CVPR 2025 Highlight] Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective.

dinov2-remote-sensing. Implementation dino v2 for remote sensing with huggingface transformers

Falcon. Falcon: A Remote Sensing Vision-Language Foundation Model

Visual-RFT. Official repository of 'Visual-RFT: Visual Reinforcement Fine-Tuning' & 'Visual-ARFT: Visual Agentic Reinforcement Fine-Tuning'’

Copernicus-FM. Towards a Unified Copernicus Foundation Model for Earth Vision

earthaccess. Python Library for NASA Earthdata APIs

multiearth-challenge. Repository for the MultiEarth 2023 public challenge.

multiviewRS-datasets. List of remote sensing (RS) multi-view datasets for exploring multi-view learning

DynamicEarth. [AAAI 2026 Oral] DynamicEarth: How Far are We from Open-Vocabulary Change Detection?

SDCluster. Python

minimind. 🧠「大模型」2小时完全从0训练64M的小参数LLM！Train a 64M-parameter LLM from scratch in just 2h!

STCLN. Python

DeepSeek-VL2. DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

DeepSeek-VL. DeepSeek-VL: Towards Real-World Vision-Language Understanding

RS5M. RS5M: a large-scale vision language dataset for remote sensing [TGRS]

VLM-R1. Solve Visual Understanding with Reinforced VLMs

JL1-CD. Official implementation for "JL1-CD: A New Benchmark for Remote Sensing Change Detection and a Robust Multi-Teacher Knowledge Distillation Framework"

U-MCL. Uncertainty-aware Semi-supervised Learning Segmentation for Remote Sensing Images

galileo. The Galileo family of pretrained remote sensing models

CFRL-for-MCD. 【TIP 2025】CFRL for Unsupervised Multimodal Change Detection

phileo-bench. Repo for testing foundation models

Agrifood-Survey. The official repo for [ACM CSUR'24] "Empowering Agrifood System with Artificial Intelligence: A Survey of the Progress, Challenges and Opportunities"

oumi. Easily fine-tune, evaluate and deploy Qwen, Gemma, or any open weight LLM!

LFMC_from_MODIS. Live fuel moisture content estimation from MODIS: a deep learning approach

torchgeo. TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

weathernext. Python

openmapflow. Rapid map creation with machine learning and earth observation data.

EEwPython. A series of Jupyter notebook to learn Google Earth Engine with Python

presto-worldcereal. Python

ILSCR. Missing Information Reconstruction Integrating Isophote Constraint and Color- Structure Control for Remote Sensing Data

Large-Scale-Building-Height-Estimation-RSE24-. How High are We? Large-Scale Building Height Estimation Using Sentinel-1 Sar and Sentinel-2 Msi Time Series

AdaptIR. [NeurIPS2024] Tune your restoration model with one 3090 GPU!

DFC2025-OEM-SAR-Baseline. Python

BRIGHT. [ESSD 2025 & IEEE DFC 2025 & CVPRW 2026] Bright: A globally distributed multimodal VHR dataset for all-weather disaster response

scalable_glacier_mapping. Jupyter Notebook

LOAN. [IEEE TGRS'23] Location-aware Adaptive Normalization: A Deep Learning Approach for Wildfire Danger Forecasting

IDEE. [NeurIPS'24] Identifying Spatio-Temporal Drivers of Extreme Events

terratorch. A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).

S4A. Sen4AgriNet: A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning

wildfire_forecasting. Deep Learning Models for Wildfire Danger Forecasting

KuroSiwo. Code and data for Kuro Siwo flood mapping dataset

CGNet-CD. Python

HANet-CD. HANet: A Hierarchical Attention Network for Change Detection

HSANet. A Hybrid Self-Cross Attention Network For Remote Sensing Change Detection

lacunalabels. Processing and analysis of Africa-wide field boundary labels created for the Lacuna Fund.

HRSICD. Python

SA-CD.

ChangeDiff. (AAAI-2025) ChangeDiff: A Multi-Temporal Change Detection Data Generator with Flexible Text Prompts via Diffusion Model

AEKAN-for-MCD. 【TGRS 2025】AEKAN for Unsupervised Multimodal Change Detection

oil-spill-detection. Oil Spill Detection Based on Deep Convolution Neural Network using Polarimetric Scattering Information from Sentinel-1 SAR Images

LuojiaSET-OSFCR.

awesome-brain-decoding. A curated list of awesome papers on visual reconstructions from brain activity.

DBBANet. The official implement of 《A Comprehensive Deep-Learning Framework for Fine-Grained Farmland Mapping from High-Resolution Images》

UA-BCD. The official implement of 《Overcome the Uncertainty Challenges in Detecting Building Changes from Remote Sensing Images》

Uncertainty-aware-Network. UANet: an Uncertainty-Aware Network for Building Extraction from Remote Sensing Images

ijepa. Official codebase for I-JEPA, the Image-based Joint-Embedding Predictive Architecture. First outlined in the CVPR paper, "Self-supervised learning from images with a joint-embedding predictive architecture."

CutMixCD. [TGRS 2024] CutMix-CD: Advancing Semi-Supervised Change Detection via Mixed Sample Consistency

pipreqs. pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

Prithvi-EO-2.0. This repository contains details of the release of the Prithvi-EO-2.0 foundation model.

Transformers-Tutorials. This repository contains demos I made with the Transformers library by HuggingFace.

plonk. Code for "Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation"

AnySat. Python

unilm. Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

SenCLIP. Jupyter Notebook

canopy-height-CA. Data and code for the paper "Canopy height estimation from PlanetScope time series with spatio-temporal deep learning"

DiffCLIP. Python

presto. Lightweight, Pre-trained Transformers for Remote Sensing Timeseries

Awesome-RS-SpatioTemporal-VLMs. [IEEE GRSM 2025 🔥] Remote Sensing SpatioTemporal Vision-Language Models: A Comprehensive Survey

Remote-Sensing-in-CVPR2024. Papers related to remote sensing in CVPR 2024

ukraine-damage-mapping-tool. An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series

SoftFormer. Pytorch code of SoftFormer, a transformer based network for optical and SAR fusion in urban land use and land cover classification

HunyuanDiT. Hunyuan-DiT : A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding

VAR. [NeurIPS 2024 Best Paper Award][GPT beats diffusion🔥] [scaling laws in visual generation📈] Official impl. of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction". An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation!

HunyuanVideo. HunyuanVideo: A Systematic Framework For Large Video Generation Model

multi-stage-convSTAR-network. [RSE 2021] Crop mapping from image time series: deep learning with multi-scale label hierarchies

BuildingMap.

DBL. Dataset

OOTDiffusion. [AAAI 2025] Official implementation of "OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on"

Awesome-Diffusion-Models-for-Weather-Forecasting. A collection of research papers on Diffusion Models for Weather Forecasting.

RF-Solver-Edit. [🚀ICML 2025] "Taming Rectified Flow for Inversion and Editing" Using FLUX and HunyuanVideo for image and video editing!

Diffusion-TS. [ICLR 2024] Official Implementation of "Diffusion-TS: Interpretable Diffusion for General Time Series Generation"

B3-CDG. Official repository for the ISPRS paper [B3-CDG: A Pseudo-Sample Diffusion Generator for Bi-temporal Building Binary Change Detection].

citypulse. Python

Hands-On-Large-Language-Models. Official code repo for the O'Reilly Book - "Hands-On Large Language Models"

crop-type-segmentation. Semantic segmentation of crop types using multi-temporal satellite imagery

timematch. A method to perform unsupervised cross-region adaptation of crop classifiers trained with satellite image time series.

Satellite-Image-Time-Series-Datasets. This page presents a list of satellite imagery datasets with a temporal dimension, mainly satellite image time series (SITS) and satellite videos, for various computer vision and deep learning tasks. It covers multi-temporal datasets with more than two acquisitions but not bi-temporal datasets.

synthetic-satellite-imagery. This repo contains codes, scripts, documents, etc, that are deliverables and helpers for the synthetic satellite imagery project from Microsoft AI-for-good lab.

DreamClear. [NeurIPS 2024] DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset Curation

VisionTS. Code for our paper "VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters".

OUC-UAV-SEG.

eye-movements-in-repeated-reading. Python