Popular GitHub Repositories for Multitemporal Remote Sensing

Techniques for deep learning with satellite & aerial imagery

?? List of satellite image training datasets with annotations for computer vision and deep learning

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

? AChat - An open-source/self-hosted/local-first AI platform, designed for enterprises and teams, perfectly combining powerful local processing capabilities with seamless remote synchronization.

A next-gen FOSS self-hosted unified zero trust secure access platform that can operate as a remote access VPN, a ZTNA/BeyondCorp architecture, API/AI gateway, a PaaS, an infrastructure for MCP & A2A architectures or even as an ngrok-alternative and a homelab infrastructure.

An open source library and framework for deep learning on satellite and aerial imagery.

Nerdlog: fast, remote-first, multi-host TUI log viewer with timeline histogram and no central server

A fast and powerful image/video browser for Stable Diffusion webui / ComfyUI / Fooocus / NovelAI / StableSwarmUI, featuring infinite scrolling and advanced search capabilities using image parameters. It also supports standalone operation.

UNetFormer: 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.

A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.

FarmVibes.AI: Multi-Modal GeoSpatial ML Models for Agriculture and Sustainability

rPPG-Toolbox: Deep Remote PPG Toolbox (NeurIPS 2023)

A curated list of resources focused on Machine Learning in Geospatial Data Science.

This is the implementation of GGHL (A General Gaussian Heatmap Label Assignment for Arbitrary-Oriented Object Detection)

Rotational region detection based on Faster-RCNN.

Semantic Segmentation for Remote Sensing

Raspberry PI-TIMOLO ( PI-TImelapse, MOtion, LOwLight ) uses RPI picamera and OpenCV for Remote Headless Security Monitoring using Motion Tracking, Rclone Auto Sync files with remote storage services. Auto Twilight Transitions and Low Light Camera Settings. Panoramic images using PanTiltHat and More. This project is featured on GitHub Awesome software.

[IGARSS'22]: A Transformer-Based Siamese Network for Change Detection

This repository provides a comprehensive list of radar and optical satellite datasets curated for ship detection, classification, semantic segmentation, and instance segmentation tasks. These datasets are ideal for applications in computer vision, machine learning, remote sensing, and maritime analysis.

[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model