Satellite Imagery ML ML Frameworks

Tools, datasets, and techniques for applying deep learning and machine learning to satellite and aerial imagery analysis, including classification, segmentation, and change detection. Does NOT include general remote sensing datasets, non-ML image processing, or ground-based imagery analysis.

There are 93 satellite imagery ml frameworks tracked. 10 score above 50 (established tier). The highest-rated is satellite-image-deep-learning/techniques at 66/100 with 10,055 stars. 1 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	satellite-image-deep-learning/techniques Techniques for deep learning with satellite & aerial imagery	66	Established	10,055	—
2	DPIRD-DMA/OmniCloudMask OmniCloudMask is a Python library for fast, accurate cloud and cloud shadow...	62	Established	138	Python
3	developmentseed/label-maker Data Preparation for Satellite Machine Learning	59	Established	472	Python
4	NRCan/geo-deep-learning Deep learning applied to georeferenced datasets	59	Established	193	Jupyter Notebook
5	satellite-image-deep-learning/software Software for working with satellite & aerial imagery ML datasets	55	Established	153	—
6	rifqiharrys/sdb_gui Python based GUI for Satellite Derived Bathymetry processing	54	Established	46	Python
7	syamkakarla98/Satellite_Imagery_Analysis Implementation of Machine Learning and Deep Learning techniques to find...	51	Established	268	Jupyter Notebook
8	nshaud/DeepNetsForEO Deep networks for Earth Observation	51	Established	483	Jupyter Notebook
9	neptune-ai/open-solution-mapping-challenge Open solution to the Mapping Challenge :earth_americas:	50	Established	388	Python
10	chrieke/awesome-satellite-imagery-datasets 🛰️ List of satellite image training datasets with annotations for computer...	50	Established	3,870	—
11	syamkakarla98/Hyperspectral_Image_Analysis_Simplified The repository contains the implementation of different machine learning...	48	Emerging	245	Jupyter Notebook
12	pagraf/MagicBathyNet Quick start guide for benchmarking MagicBathyNet dataset in learning-based...	47	Emerging	47	Jupyter Notebook
13	canturan10/satellighte 📡 PyTorch Lightning Implementations of Recent Satellite Image Classification !	46	Emerging	78	Python
14	olaflaitinen/ununennium Ununennium (Element 119, the next alkali metal) represents the cutting edge...	46	Emerging	3	Python
15	gicait/DL-for-satellite-image-analysis This includes short and minimalistic few examples covering fundamentals of...	46	Emerging	102	Jupyter Notebook
16	Agri-Hub/Callisto-Dataset-Collection A list of datasets aiming to enable Artificial Intelligence applications...	44	Emerging	178	—
17	spaceml-org/STARCOP Official code for STARCOP: Semantic Segmentation of Methane Plumes with...	44	Emerging	68	Jupyter Notebook
18	worldstrat/worldstrat The WorldStrat Dataset	42	Emerging	276	Jupyter Notebook
19	yotkadata/uhi_detector Using Deep Learning and satellite imagery to detect Urban Heat Island (UHI) effects	41	Emerging	43	Python
20	deepbands/deep-learning-datasets-maker Deep Learning Datasets Maker is a QGIS plugin to make datasets creation...	41	Emerging	52	Python
21	uw-cryo/DeepDEM DeepDEM: Digital Elevation Model refinement using deep learning	41	Emerging	28	Jupyter Notebook
22	ytarazona/scikit-eo A Python package for Remote Sensing Data Analysis	40	Emerging	126	—
23	iamtekson/deep-learning-for-earth-observation Application of deep learning for earth observation.	40	Emerging	125	Jupyter Notebook
24	HSG-AIML/IGARSS2023_EfficientDeepLearningEO Course materials for the IGARSS 2023 Tutorial "Efficient Deep Learning for...	40	Emerging	27	Jupyter Notebook
25	michaeltrs/DeepSatData Automatically create machine learning datasets from satellite images	40	Emerging	44	Python
26	AnkurDeria/HSI-Traditional-to-Deep-Models Pytorch and Keras Implementations of Hyperspectral Image Classification --...	39	Emerging	163	Jupyter Notebook
27	chvvkumar/simpleCloudDetect Machine Learning based cloud detection for AllSky cameras	38	Emerging	26	Python
28	Nasef2017/Bathymetrix-AI An advanced Machine Learning pipeline for Satellite-Derived Bathymetry...	37	Emerging	10	Python
29	Nrevyw/awesome-hyperspectral Awesome projects, papers, and tools for working with hyperspectral imagery	36	Emerging	68	—
30	yharby/split-rs-data Divide remote sensing images and their labels into data sets of specified size.	36	Emerging	12	Jupyter Notebook
31	Orion-AI-Lab/Hephaestus Hephaestus: A large scale multitask dataset towards InSAR understanding	36	Emerging	75	Python
32	DonghyunAhn/development-measure The official implementation of 'A human-machine collaborative approach...	35	Emerging	17	Jupyter Notebook
33	olliestephenson/dpm-rnn-public Damage mapping with deep learning on satellite data	35	Emerging	38	Python
34	MALES-project/SpeckleCn2Profiler :satellite: :cyclone: A platform to use speckle patterns to describe...	34	Emerging	8	Python
35	AbhishekRS4/HTSM_Oil_Spill_Segmentation HTSM Masterwork	34	Emerging	19	Jupyter Notebook
36	kai-tub/rico-hdl A fast and easy-to-use Remote sensing Image format COnverter for...	34	Emerging	12	Python
37	Orion-AI-Lab/EfficientBigEarthNet Code and models for efficient training on the BigEarthNet dataset for Land...	33	Emerging	74	Python
38	geoaihub/GeoAdvances-EQ-Scene-Classification-2023-Kahramanmaras This repository houses a comprehensive deep learning-based system for the...	33	Emerging	4	Jupyter Notebook
39	HSG-AIML/RemoteSensingCO2Estimation Code Repository for: "Multitask Learning for Estimating Power Plant...	32	Emerging	34	Python
40	pagraf/Swin-BathyUNet Quick start guide for Swin-BathyUNet.	32	Emerging	16	Jupyter Notebook
41	Seyed-Ali-Ahmadi/Awesome_Satellite_Benchmark_Datasets Supplementary material for our paper "THERE IS NO DATA LIKE MORE DATA" is provided.	32	Emerging	363	Jupyter Notebook
42	HSG-AIML/Global-NO2-Estimation Code repository for "Toward Global Estimation of Ground-Level NO2 Pollution...	31	Emerging	29	Jupyter Notebook
43	marcosPlaza/Ground-based-Cloud-Classification-with-Deep-Learning Implementation of different Deep Learning algorithms to solve the problem of...	31	Emerging	41	Jupyter Notebook
44	SNTSVV/HUDD-Toolset Implementation of the Heatmap-based Unsupervised Debugging of DNNs (HUDD) toolset	30	Emerging	6	Python
45	toelt-llc/cloud_segmentation_comparative Officiel implementation of the paper "BenchCloudVision: A Benchmark Analysis...	30	Emerging	25	Jupyter Notebook
46	akhilchibber/Landslide-Segmentation Deep learning based Landslide Segmentation using Satellite Imagery	30	Emerging	6	Jupyter Notebook
47	iamtekson/Deep-learning-for-satellite-imagery This repo contains the code for satellite image analysis using deep learning.	30	Emerging	18	Jupyter Notebook
48	pwernette/MLP_veg_seg Python programs for filtering/segmenting vegetation from bare-Earth points...	30	Emerging	8	Jupyter Notebook
49	Aditya3282/unbihexium 🌍 Build geospatial AI solutions for Earth observation with Unbihexium, a...	29	Experimental	1	Python
50	spaceml-org/plume-hunter Official code for Towards Methane Detection On Board Satellites	29	Experimental	6	Python
51	FraunhoferIOSB/goose_dataset Official GOOSE Dataset Repository.	29	Experimental	15	Python
52	Benyaminhosseiny/NSDL4EO A database of over 500 published papers on Earth Observation with Remote...	28	Experimental	11	—
53	NeuRoNeLab/RS-DatasetsHub A hub hosting essential remote sensing datasets.	28	Experimental	8	—
54	ClarkCGA/cloud-gap-filling-td Training data generation for cloud gap imputation fine-tuning of Prithvi...	27	Experimental	9	Jupyter Notebook
55	tay10r/deepslope A terrain erosion algorithm made with deep learning.	27	Experimental	5	Python
56	Bejeee11/ununennium 🔍 Explore and analyze ununennium, a Python package designed for efficient...	27	Experimental	1	Python
57	AhmedTrb/hyperspectral-satellite-image-classification Hyperspectral image classification pipeline for the Indian Pines dataset,...	26	Experimental	3	Jupyter Notebook
58	JoKoum/satellite-image-classification Semester project for the Deep Learning class of the MSc in Artificial Intelligence	25	Experimental	6	Jupyter Notebook
59	sum1lim/sea_ice_remote_sensing Deep Learning models for Sea Ice Concentration classification generated from...	25	Experimental	23	Python
60	adodangeh/CloudPee-Net A robust encoder-decoder architecture for cloud detection from satellite...	25	Experimental	11	Jupyter Notebook
61	npatel221/Cloud_Classification_DL Classifying cloud organization patterns from satellite images using Deep...	24	Experimental	5	Jupyter Notebook
62	dr-lizhiwei/OpenSICDR Open Satellite Image Cloud Detection Resources (Datasets and Tools)	23	Experimental	87	—
63	itzahs/SSL-for-RS Configuration files for the ICIAP2023 paper "Semi-supervised classification...	23	Experimental	4	Jupyter Notebook
64	jsten07/DLnano Analysis of nano satellite imagery of areas affected from war destruction...	23	Experimental	2	HTML
65	Nikita-Belyakov/CLOUD_SNOW_SEGMENTATION Research work for cloud and snow segmentation problem using meteorological...	22	Experimental	6	Jupyter Notebook
66	HSG-AIML/ben-ge Official repository of the ben-ge Earth Observation dataset	22	Experimental	19	—
67	Q84hello/ununseptium 🔍 Strengthen regulatory compliance and cybersecurity with Ununseptium, a...	22	Experimental	—	Python
68	benzyang/Mars-HSI-Processor Utilize classic machine learning algorithms to achieve panchromatic...	22	Experimental	—	Jupyter Notebook
69	siwei66/swectral A Python framework for automated batch composition, implementation and...	22	Experimental	—	Python
70	dilaraozdemir/satellite-image-classification-pytorch Image classification on Satellite Dataset-RSI-CB256 with torchvision models.	21	Experimental	23	Jupyter Notebook
71	mmuneeburahman/Natural-Disaster-Damage-Assessment-Deep-Learning This repo contains datasets, papers and other information related to...	21	Experimental	23	—
72	hctian713/MultiSpectral-RSImg-Classification 【武汉大学遥感学院】空间智能感知与服务课设 \| 基于Softmax的多波段遥感影像分类	21	Experimental	9	Jupyter Notebook
73	doguilmak/Classify-Trees-from-Satellite-Imagery Satellite photographs taken by the Sentinel-2 were classified with...	21	Experimental	7	Jupyter Notebook
74	TechieSamosa/Aether Aether enhances low-light images from the PSR regions of lunar craters to...	21	Experimental	4	—
75	mistiiberry-exe/hyperspectral_image_classification A complete solution to utilise both spatial and spectral information in the...	21	Experimental	7	Jupyter Notebook
76	max-schaefer-dev/on-cloud-n-19th-place-solution On-Cloud-N: Cloud Cover Detection Challenge - Top 2% (19/854) Solution	20	Experimental	6	Jupyter Notebook
77	OpenICGC/CatLC Tutorial for the use of CatLC dataset.	20	Experimental	8	Jupyter Notebook
78	brazil-data-cube/datacube-classification datacube-classification is a Python package developed to apply the...	19	Experimental	3	C++
79	dr-lizhiwei/HRC_WHU High-Resolution Google Earth Image Cloud Detection Dataset	19	Experimental	14	—
80	agimenezromero/CAMELE A deep-learning framework to map the benthic habitat distribution of the...	19	Experimental	3	Jupyter Notebook
81	tanmay-delhikar/satellite-image-analysis-ml Satellite image classification using multiple machine learning algorithms	19	Experimental	13	Python
82	HassanRasheed91/Satellite-Image-Recognition A Deep-learning system for classifying and interpreting satellite imagery...	17	Experimental	—	Jupyter Notebook
83	KubaCzupik/Hyperspectral-Onboard-AI On-board Hyperspectral Data Processing using 3D-CNN for Satellite Earth...	17	Experimental	—	Jupyter Notebook
84	m0h4mm3d-bf/Project-UMEED Project UMEED is an initiative to gather important and relevant Urban...	17	Experimental	1	JavaScript
85	ezrafielding/PrioriSat Flexible Natural Language-based Image Data Downlink Prioritization for Nanosatellites	17	Experimental	1	Jupyter Notebook
86	jabarhabashi1/Deep-Learning Hyperspectral Mineral Mapping Toolbox transforms HSI scenes into mineral...	16	Experimental	3	Python
87	EllieBowler/wandering-albatross-worldview-data-paper Scripts to used to generate and demonstrate loading the WorldView-3...	14	Experimental	—	Jupyter Notebook
88	agrc/udot-parcel-ml a repository for processing udot parcel images and extracting parcel numbers...	13	Experimental	—	Python
89	vtrikkalidis/CanSat-Landing-Zones A Python script to analyze aerial pictures using computer vision and match...	11	Experimental	—	Python
90	agrc/dhhs-cooling-towers Tools to extract cooling tower locations from aerial imagery	11	Experimental	—	Python
91	pgeedh/Machine-Learning-and-Deep-Learning-for-remote-sensing-Data-Classification-ISRO This repository contains the certification done for remote data sensing...	11	Experimental	—	—
92	pscedu/singularity-deephyperx A Python tool to perform deep learning experiments on various hyperspectral datasets.	11	Experimental	—	—
93	3SPP/SS-Examples 遥感深度学习应用示例仓库『Remote sensing deep learning application examples warehouse』	10	Experimental	2	—

Comparisons in this category

techniques and Satellite_Imagery_Analysis (66 vs 51) techniques and DL-for-satellite-image-analysis (66 vs 46) Satellite_Imagery_Analysis and Hyperspectral_Image_Analysis_Simplified (51 vs 48) Satellite_Imagery_Analysis and DL-for-satellite-image-analysis (51 vs 46)