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The Top 23 Deep Learning Satellite Open Source Projects

Open source projects categorized as Deep Learning Satellite
Categories > Machine Learning > Deep Learning
Categories > Mapping > Satellite
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
Ternausnetv2 ⭐ 500
TernausNetV2: Fully Convolutional Network for Instance Segmentation
most recent commit 4 years ago
Label Maker ⭐ 358
Data Preparation for Satellite Machine Learning
total releases 18most recent commit 3 years ago
Torchsat ⭐ 285
🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.
total releases 4most recent commit 4 years ago
Eye In The Sky ⭐ 248
Satellite Image Classification using semantic segmentation methods in deep learning
most recent commit 2 years ago
Geospatial Machine Learning ⭐ 196
A curated list of resources focused on Machine Learning in Geospatial Data Science.
most recent commit 6 years ago
Keras Unet ⭐ 194
Helper package with multiple U-Net implementations in Keras as well as useful utility tools helpful when working with image semantic segmentation tasks. This library and underlying tools come from multiple projects I performed working on semantic segmentation tasks
total releases 7most recent commit 3 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
Deep Unet For Satellite Image Segmentation ⭐ 155
Satellite Imagery Feature Detection with SpaceNet dataset using deep UNet
most recent commit 5 years ago
Spacenet_building_detection ⭐ 140
Project to train/test convolutional neural networks to extract buildings from SpaceNet satellite imageries.
most recent commit 10 months ago
Simrdwn ⭐ 126
Rapid satellite imagery object detection
most recent commit 4 years ago
Dstl_unet ⭐ 107
Dstl Satellite Imagery Feature Detection
most recent commit 7 years ago
Dsen2 Cr ⭐ 101
DSen2-CR: A network for removing clouds from Sentinel-2 images. This repo contains the model code, written in Python/Keras, as well as links to pre-trained checkpoints and the SEN12MS-CR dataset.
most recent commit 7 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
Building Footprint Segmentation ⭐ 86
Building footprint segmentation from satellite and aerial imagery
total releases 6most recent commit 8 months ago
Satellighte ⭐ 68
📡 PyTorch Lightning Implementations of Recent Satellite Image Classification !
total releases 18most recent commit a year ago
Vector Map Generation From Aerial Imagery Using Deep Learning Geospatial Unet ⭐ 59
We propose a simple yet efficient technique to leverage semantic segmentation model to extract and separate individual buildings in densely compacted areas using medium resolution satellite/UAV orthoimages. We adopted standard UNET architecture, additionally added batch normalization layer after every convolution, to label every pixel in the image.
most recent commit 2 years ago
Dna Nn ⭐ 51
Model and predict short DNA sequence features with neural networks
most recent commit 5 years ago
U Net Satellite ⭐ 51
Road Detection from satellite images using U-Net.
most recent commit 3 months ago
Deepsentinel ⭐ 51
Deep learning pretrained model on satellite imagery (Sentinel-2)
most recent commit 5 years ago
Deep Learning For Satellite Imagery ⭐ 48
Deep learning courses and projects
most recent commit 6 years ago
The 3 Most Depended On Deep Learning Satellite 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
Banet ⭐ 34
A deep learning approach for mapping and dating burned areas using temporal sequences of satellite images
dependent packages 1total releases 21latest release September 20, 2022most recent commit 9 months agopypi banet} Downloads
The 10 Latest Releases In Deep Learning Satellite 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
Building Footprint Segmentation ⭐ 86
Building footprint segmentation from satellite and aerial imagery
total releases 6latest release September 30, 2022most recent commit 8 months ago
Banet ⭐ 34
A deep learning approach for mapping and dating burned areas using temporal sequences of satellite images
dependent packages 1total releases 21latest release September 20, 2022most recent commit 9 months agopypi banet} Downloads
Satellighte ⭐ 68
📡 PyTorch Lightning Implementations of Recent Satellite Image Classification !
total releases 18latest release June 28, 2022most recent commit a year ago
Ohsome2label ⭐ 42
Historical OpenStreetMap Objects to Machine Learning Training Samples
total releases 10latest release December 02, 2021most recent commit a year ago
Label Maker ⭐ 358
Data Preparation for Satellite Machine Learning
total releases 18latest release November 19, 2020most recent commit 3 years ago
Darth ⭐ 10
DATASETS FOR WHOLE E-ARTH
total releases 10latest release September 16, 2020most recent commit a year ago
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