Top 153 remote-sensing open source projects

[RSE21] Pytorch code for hierarchical time series classification with multi-stage convolutional RNN

A Lightweight REST API to Access MICMAC Photogrammetry and SFM Engine.

Official TensorFlow code for paper "Multi-Image Super Resolution of Remotely Sensed Images Using Residual Attention Deep Neural Networks".

After a hurricane, roads are often flooded or washed out, making them treacherous for motorists. Using state of the art deep learning methods, I attempted to automatically annotate flooded, washed out, or otherwise severely damaged roads. My goal is create a tool that can help detect and visualize anomalous roads in a simple user interface.

To help quickstart impact work with Satellogic [hyperspectral] data

The implementation of FDCNN in paper - A Feature Difference Convolutional Neural Network-Based Change Detection Method

Very simple API to download Landsat [1-5, 7, 8] data from Google

2017 workshop content for http://wenfo.org/wald/advanced-remote-sensing

An R package providing tools to visualize movement data (e.g. from GPS tracking) and temporal changes of environmental data (e.g. from remote sensing) by creating video animations.

biodivMapR: an R package for α- and β-diversity mapping using remotely-sensed images

MODIS Assimilation and Processing Engine

QGIS 2 plugin for applying change detection algorithms on high resolution satellite imagery

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

Satellite image processing pipeline to classify land-cover and land-use

Remote Sensing for Movement Ecology

Remote sensed hyperspectral image classification with Spectral-Spatial information provided by the Extended Morphological Profiles

[NeurIPS2021 Poster] LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation

This repository contains some python code of some traditional change detection methods or provides their original websites, such as SFA, MAD, and some deep learning-based change detection methods, such as SiamCRNN, DSFA, and some FCN-based methods.

Pytorch and Keras Implementations of Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.

Python scripts for the textbook "Image Analysis, Classification and Change Detection in Remote Sensing, Fourth Revised Edition"

Extracting tidally-constrained annual shorelines and robust rates of coastal change from freely available Earth observation data at continental scale

[MultiTemp 2019] Official Tensorflow implementation for Change Detection in Multi-temporal VHR Images Based on Deep Siamese Multi-scale Convolutional Neural Networks.

trends.earth - measure land change

Awesome Spectral Indices for the Google Earth Engine JavaScript API (Code Editor).

PyTorch implementation of the model presented in "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"

This is an collection of blog posts turned into a course format

An open-source semi-automated processing chain for urban OBIA classification.

A collection of 300+ examples for using Earth Engine and the geemap Python package

Algorithms for computing global land surface temperature and emissivity from NASA's Landsat satellite images with Python.

Awesome Spectral Indices in Python.

DeepSUM: Deep neural network for Super-resolution of Unregistered Multitemporal images (ESA PROBA-V challenge)

A Google Earth Engine based algorithm that extracts river centerlines and widths from satellite images

Tools for detecting deforestation and forest degradation

SAR2SAR: a self-supervised despeckling algorithm for SAR images - Notebook implementation usable on Google Colaboratory

Simple Baseline for the IEEE GRSS Data Fusion Contest 2020

a deep model that segments water on multispectral images

A U-Net for solar panel identification and segmentation

We’ve built a plug’n play Operation System (based on Debian Linux) with all the freely and openly available SAR processing software. No knowledge of installation steps needed, just download and get started with SAR data processing. SARbian is free for use in research, education or operational work.

ChangeOS: Building damage assessment via Deep Object-based Semantic Change Detection - (RSE 2021)

CARS is a dedicated and open source 3D tool to produce Digital Surface Models from satellite imaging by photogrammetry.

Search, download, and preprocess Landsat imagery 🛰️

A ninja python package that unifies the Google Earth Engine ecosystem.

Distributed Scalable Geospatial Data Server

Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks

A ready-to-use curated list of Spectral Indices for Remote Sensing applications.

🛰️ Python library and CLI tools for processing geospatial imagery for ML

An interactive GUI for WhiteboxTools in a Jupyter-based environment

Earth Observation Data Access Gateway

Forecasting wildfire danger using deep learning.

A PyTorch collection of semantic segmentation tools.

To process a Sentinel-2 time series with MAJA cloud detection and atmospheric correction processor

Radar using Red Pitaya for RF: using Raspberry Pi 3 for quad-core radar signal processing

Materials for the Intro to Programming for GIS and Remote Sensing Course that I teach at Saint Louis University. They include the updates I made for the spring 2020 and fall 2020 semesters.

Deep Metric and Hash Code Learning Network for Content Based Retrieval of Remote Sensing Images

python codes for remote sensing applications will be uploaded here. I will try to teach everything I learn during my projects in here.

A PyTorch implementation of the Light Temporal Attention Encoder (L-TAE) for satellite image time series. classification

a deep-learning-based river centerline extraction model

Process global-scale satellite and airborne elevation data into time series of glacier mass change: Hugonnet et al. (2021).

Beach-face slope estimation from satellite-derived shorelines, extension of the CoastSat toolbox.

Pan-sharpening in the Earth Engine code editor