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The Top 23 Machine Learning Remote Sensing Open Source Projects

Open source projects categorized as Machine Learning Remote Sensing
Categories > Machine Learning > Machine Learning
Categories > Machine Learning > Remote Sensing
Techniques ⭐ 7,678
Techniques for deep learning with satellite & aerial imagery
most recent commit 17 days ago
Awesome Geospatial ⭐ 3,703
Long list of geospatial tools and resources
most recent commit 3 months ago
Awesome Satellite Imagery Datasets ⭐ 3,381
🛰️ List of satellite image training datasets with annotations for computer vision and deep learning
most recent commit 2 years ago
Sahi ⭐ 3,340
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
dependent packages 12total releases 101most recent commit 3 months agopypi sahi} Downloads
Raster Vision ⭐ 1,956
An open source library and framework for deep learning on satellite and aerial imagery.
dependent packages 7total releases 11most recent commit 3 months agopypi rastervision-pipeline} Downloads
Grass ⭐ 725
GRASS GIS - free and open-source geospatial processing engine
most recent commit 3 months ago
Change Detection Review ⭐ 352
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.
most recent commit 3 years ago
Eye In The Sky ⭐ 248
Satellite Image Classification using semantic segmentation methods in deep learning
most recent commit 2 years ago
Awesome_satellite_benchmark_datasets ⭐ 231
Supplementary material for our paper "THERE IS NO DATA LIKE MORE DATA" is provided.
most recent commit 6 months ago
Geospatial Machine Learning ⭐ 196
A curated list of resources focused on Machine Learning in Geospatial Data Science.
most recent commit 6 years ago
Delta ⭐ 169
Deep Learning for Satellite Imagery
most recent commit 2 years ago
Aitlas ⭐ 157
AiTLAS implements state-of-the-art AI methods for exploratory and predictive analysis of satellite images.
most recent commit 9 months ago
Callisto Dataset Collection ⭐ 142
A list of datasets aiming to enable Artificial Intelligence applications that use Copernicus data.
most recent commit 5 months ago
Rsgislib ⭐ 130
Remote Sensing and GIS Software Library; python module tools for processing spatial data.
most recent commit 3 months ago
Raster4ml ⭐ 114
A geospatial raster processing library for machine learning
total releases 10most recent commit a year ago
Iris ⭐ 105
Semi-automatic tool for manual segmentation of multi-spectral and geo-spatial imagery.
most recent commit 5 months ago
Pytorch Psetae ⭐ 98
PyTorch implementation of the model presented in "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"
most recent commit 2 years ago
Ml4eo Bootcamp 2021 ⭐ 83
Machine Learning for Earth Observation Training of Trainers Bootcamp
most recent commit 2 years ago
Pycrop Yield Prediction ⭐ 80
A PyTorch Implementation of Jiaxuan You's Deep Gaussian Process for Crop Yield Prediction
most recent commit 2 years ago
Hyperspectral_image_analysis_simplified ⭐ 77
The repository contains the implementation of different machine learning techniques such as classification and clustering on Hyperspectral and Satellite Imagery.
most recent commit 3 years ago
Land Cover To Land Use Classification ⭐ 47
Satellite image processing pipeline to classify land-cover and land-use
most recent commit 7 years ago
Hephaestus ⭐ 44
Hephaestus: A large scale multitask dataset towards InSAR understanding
most recent commit 10 months ago
Label Pixels ⭐ 42
Label-Pixels is the tool for semantic segmentation of remote sensing images using Fully Convolutional Networks. Initially, it is designed for extracting the road network from remote sensing imagery and now, it can be used to extract different features from remote sensing imagery.
most recent commit a year ago
The 2 Most Depended On Machine Learning Remote Sensing Open Source Projects
Sahi ⭐ 3,340
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
dependent packages 12total releases 101latest release November 05, 2023most recent commit 3 months agopypi sahi} Downloads
Raster Vision ⭐ 1,956
An open source library and framework for deep learning on satellite and aerial imagery.
dependent packages 7total releases 11latest release October 17, 2023most recent commit 3 months agopypi rastervision-pipeline} Downloads
The 7 Latest Releases In Machine Learning Remote Sensing Open Source Projects
Sahi ⭐ 3,340
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
dependent packages 12total releases 101latest release November 05, 2023most recent commit 3 months agopypi sahi} Downloads
Raster Vision ⭐ 1,956
An open source library and framework for deep learning on satellite and aerial imagery.
dependent packages 7total releases 11latest release October 17, 2023most recent commit 3 months agopypi rastervision-pipeline} Downloads
Orthoseg ⭐ 18
OrthoSeg makes it easy to train neural networks to segment orthophotos.
total releases 50latest release July 27, 2023most recent commit 4 months ago
Satproc ⭐ 33
:artificial_satellite: Python library and CLI tools for processing geospatial imagery for ML
total releases 13latest release April 11, 2023most recent commit a year ago
Raster4ml ⭐ 114
A geospatial raster processing library for machine learning
total releases 10latest release November 01, 2022most recent commit a year ago
Uavrst ⭐ 28
UAV related Remote Sensing Toolbox
total releases 3latest release December 30, 2019most recent commit a year ago
Hugin ⭐ 10
Making Deep Learning for Earth Observation more easy
total releases 7latest release December 17, 2019most recent commit a year ago
Popular Machine Learning Categories
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