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 96 satellite imagery ml frameworks tracked. 6 score above 50 (established tier). The highest-rated is satellite-image-deep-learning/techniques at 69/100 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	69	Established	10,055	—
2	developmentseed/label-maker Data Preparation for Satellite Machine Learning	57	Established	472	Python
3	NRCan/geo-deep-learning Deep learning applied to georeferenced datasets	55	Established	193	Jupyter Notebook
4	DPIRD-DMA/OmniCloudMask OmniCloudMask is a Python library for fast, accurate cloud and cloud shadow...	55	Established	138	Python
5	satellite-image-deep-learning/software Software for working with satellite & aerial imagery ML datasets	51	Established	153	—
6	chrieke/awesome-satellite-imagery-datasets 🛰️ List of satellite image training datasets with annotations for computer...	50	Established	3,870	—
7	rifqiharrys/sdb_gui Python based GUI for Satellite Derived Bathymetry processing	47	Emerging	46	Python
8	syamkakarla98/Satellite_Imagery_Analysis Implementation of Machine Learning and Deep Learning techniques to find...	44	Emerging	268	Jupyter Notebook
9	nshaud/DeepNetsForEO Deep networks for Earth Observation	44	Emerging	483	Jupyter Notebook
10	neptune-ai/open-solution-mapping-challenge Open solution to the Mapping Challenge :earth_americas:	43	Emerging	388	Python
11	olaflaitinen/ununennium Ununennium (Element 119, the next alkali metal) represents the cutting edge...	43	Emerging	3	Python
12	syamkakarla98/Hyperspectral_Image_Analysis_Simplified The repository contains the implementation of different machine learning...	41	Emerging	245	Jupyter Notebook
13	pagraf/MagicBathyNet Quick start guide for benchmarking MagicBathyNet dataset in learning-based...	40	Emerging	47	Jupyter Notebook
14	gicait/DL-for-satellite-image-analysis This includes short and minimalistic few examples covering fundamentals of...	39	Emerging	102	Jupyter Notebook
15	canturan10/satellighte 📡 PyTorch Lightning Implementations of Recent Satellite Image Classification !	39	Emerging	78	Python
16	Agri-Hub/Callisto-Dataset-Collection A list of datasets aiming to enable Artificial Intelligence applications...	37	Emerging	178	—
17	spaceml-org/STARCOP Official code for STARCOP: Semantic Segmentation of Methane Plumes with...	37	Emerging	68	Jupyter Notebook
18	worldstrat/worldstrat The WorldStrat Dataset	35	Emerging	276	Jupyter Notebook
19	yotkadata/uhi_detector Using Deep Learning and satellite imagery to detect Urban Heat Island (UHI) effects	34	Emerging	43	Python
20	deepbands/deep-learning-datasets-maker Deep Learning Datasets Maker is a QGIS plugin to make datasets creation...	34	Emerging	52	Python
21	uw-cryo/DeepDEM DeepDEM: Digital Elevation Model refinement using deep learning	34	Emerging	28	Jupyter Notebook
22	iamtekson/deep-learning-for-earth-observation Application of deep learning for earth observation.	33	Emerging	125	Jupyter Notebook
23	michaeltrs/DeepSatData Automatically create machine learning datasets from satellite images	33	Emerging	44	Python
24	ytarazona/scikit-eo A Python package for Remote Sensing Data Analysis	33	Emerging	126	—
25	HSG-AIML/IGARSS2023_EfficientDeepLearningEO Course materials for the IGARSS 2023 Tutorial "Efficient Deep Learning for...	33	Emerging	27	Jupyter Notebook
26	AnkurDeria/HSI-Traditional-to-Deep-Models Pytorch and Keras Implementations of Hyperspectral Image Classification --...	32	Emerging	163	Jupyter Notebook
27	Nasef2017/Bathymetrix-AI An advanced Machine Learning pipeline for Satellite-Derived Bathymetry...	31	Emerging	10	Python
28	chvvkumar/simpleCloudDetect Machine Learning based cloud detection for AllSky cameras	31	Emerging	26	Python
29	sampolk/D-VIC This toolbox allows the implementation of the Diffusion and Volume...	30	Emerging	5	MATLAB
30	yharby/split-rs-data Divide remote sensing images and their labels into data sets of specified size.	29	Experimental	12	Jupyter Notebook
31	Nrevyw/awesome-hyperspectral Awesome projects, papers, and tools for working with hyperspectral imagery	29	Experimental	68	—
32	Orion-AI-Lab/Hephaestus Hephaestus: A large scale multitask dataset towards InSAR understanding	29	Experimental	75	Python
33	DonghyunAhn/development-measure The official implementation of 'A human-machine collaborative approach...	28	Experimental	17	Jupyter Notebook
34	olliestephenson/dpm-rnn-public Damage mapping with deep learning on satellite data	28	Experimental	38	Python
35	AbhishekRS4/HTSM_Oil_Spill_Segmentation HTSM Masterwork	27	Experimental	19	Jupyter Notebook
36	MALES-project/SpeckleCn2Profiler :satellite: :cyclone: A platform to use speckle patterns to describe...	27	Experimental	8	Python
37	kai-tub/rico-hdl A fast and easy-to-use Remote sensing Image format COnverter for...	27	Experimental	12	Python
38	spaceml-org/plume-hunter Official code for Towards Methane Detection On Board Satellites	26	Experimental	6	Python
39	Orion-AI-Lab/EfficientBigEarthNet Code and models for efficient training on the BigEarthNet dataset for Land...	26	Experimental	74	Python
40	geoaihub/GeoAdvances-EQ-Scene-Classification-2023-Kahramanmaras This repository houses a comprehensive deep learning-based system for the...	26	Experimental	4	Jupyter Notebook
41	Seyed-Ali-Ahmadi/Awesome_Satellite_Benchmark_Datasets Supplementary material for our paper "THERE IS NO DATA LIKE MORE DATA" is provided.	25	Experimental	363	Jupyter Notebook
42	pagraf/Swin-BathyUNet Quick start guide for Swin-BathyUNet.	25	Experimental	16	Jupyter Notebook
43	tay10r/deepslope A terrain erosion algorithm made with deep learning.	25	Experimental	5	Python
44	HSG-AIML/RemoteSensingCO2Estimation Code Repository for: "Multitask Learning for Estimating Power Plant...	25	Experimental	34	Python
45	marcosPlaza/Ground-based-Cloud-Classification-with-Deep-Learning Implementation of different Deep Learning algorithms to solve the problem of...	24	Experimental	41	Jupyter Notebook
46	HSG-AIML/Global-NO2-Estimation Code repository for "Toward Global Estimation of Ground-Level NO2 Pollution...	24	Experimental	29	Jupyter Notebook
47	pwernette/MLP_veg_seg Python programs for filtering/segmenting vegetation from bare-Earth points...	23	Experimental	8	Jupyter Notebook
48	SNTSVV/HUDD-Toolset Implementation of the Heatmap-based Unsupervised Debugging of DNNs (HUDD) toolset	23	Experimental	6	Python
49	toelt-llc/cloud_segmentation_comparative Officiel implementation of the paper "BenchCloudVision: A Benchmark Analysis...	23	Experimental	25	Jupyter Notebook
50	akhilchibber/Landslide-Segmentation Deep learning based Landslide Segmentation using Satellite Imagery	23	Experimental	6	Jupyter Notebook
51	iamtekson/Deep-learning-for-satellite-imagery This repo contains the code for satellite image analysis using deep learning.	23	Experimental	18	Jupyter Notebook
52	Bejeee11/ununennium 🔍 Explore and analyze ununennium, a Python package designed for efficient...	23	Experimental	1	Python
53	Aditya3282/unbihexium 🌍 Build geospatial AI solutions for Earth observation with Unbihexium, a...	23	Experimental	1	Python
54	FraunhoferIOSB/goose_dataset Official GOOSE Dataset Repository.	22	Experimental	15	Python
55	siwei66/swectral A Python framework for automated batch composition, implementation and...	22	Experimental	—	Python
56	benzyang/Mars-HSI-Processor Utilize classic machine learning algorithms to achieve panchromatic...	22	Experimental	—	Jupyter Notebook
57	Q84hello/ununseptium 🔍 Strengthen regulatory compliance and cybersecurity with Ununseptium, a...	22	Experimental	—	Python
58	Rishabh1925/AtmosGen AI-powered cloud detection from satellite imagery using U-Net +...	22	Experimental	3	Python
59	AhmedTrb/hyperspectral-satellite-image-classification Hyperspectral image classification pipeline for the Indian Pines dataset,...	22	Experimental	3	Jupyter Notebook
60	NeuRoNeLab/RS-DatasetsHub A hub hosting essential remote sensing datasets.	21	Experimental	8	—
61	Benyaminhosseiny/NSDL4EO A database of over 500 published papers on Earth Observation with Remote...	21	Experimental	11	—
62	ClarkCGA/cloud-gap-filling-td Training data generation for cloud gap imputation fine-tuning of Prithvi...	20	Experimental	9	Jupyter Notebook
63	JoKoum/satellite-image-classification Semester project for the Deep Learning class of the MSc in Artificial Intelligence	18	Experimental	6	Jupyter Notebook
64	sum1lim/sea_ice_remote_sensing Deep Learning models for Sea Ice Concentration classification generated from...	18	Experimental	23	Python
65	adodangeh/CloudPee-Net A robust encoder-decoder architecture for cloud detection from satellite...	18	Experimental	11	Jupyter Notebook
66	npatel221/Cloud_Classification_DL Classifying cloud organization patterns from satellite images using Deep...	17	Experimental	5	Jupyter Notebook
67	jsten07/DLnano Analysis of nano satellite imagery of areas affected from war destruction...	16	Experimental	2	HTML
68	javgat/SkyMaskConvLSTM Multi-frame cloud prediction in all-sky images from RGB images and segmented masks	16	Experimental	2	Jupyter Notebook
69	itzahs/SSL-for-RS Configuration files for the ICIAP2023 paper "Semi-supervised classification...	16	Experimental	4	Jupyter Notebook
70	Shreyashofficial05/GeoDamage-AI AI-powered disaster damage assessment from satellite images using Vision...	16	Experimental	1	TypeScript
71	dr-lizhiwei/OpenSICDR Open Satellite Image Cloud Detection Resources (Datasets and Tools)	16	Experimental	87	—
72	Nikita-Belyakov/CLOUD_SNOW_SEGMENTATION Research work for cloud and snow segmentation problem using meteorological...	15	Experimental	6	Jupyter Notebook
73	HSG-AIML/ben-ge Official repository of the ben-ge Earth Observation dataset	15	Experimental	19	—
74	KubaCzupik/Hyperspectral-Onboard-AI On-board Hyperspectral Data Processing using 3D-CNN for Satellite Earth...	15	Experimental	—	Jupyter Notebook
75	HassanRasheed91/Satellite-Image-Recognition A Deep-learning system for classifying and interpreting satellite imagery...	15	Experimental	—	Jupyter Notebook
76	TechieSamosa/Aether Aether enhances low-light images from the PSR regions of lunar craters to...	14	Experimental	4	—
77	mmuneeburahman/Natural-Disaster-Damage-Assessment-Deep-Learning This repo contains datasets, papers and other information related to...	14	Experimental	23	—
78	mistiiberry-exe/hyperspectral_image_classification A complete solution to utilise both spatial and spectral information in the...	14	Experimental	7	Jupyter Notebook
79	dilaraozdemir/satellite-image-classification-pytorch Image classification on Satellite Dataset-RSI-CB256 with torchvision models.	14	Experimental	23	Jupyter Notebook
80	doguilmak/Classify-Trees-from-Satellite-Imagery Satellite photographs taken by the Sentinel-2 were classified with...	14	Experimental	7	Jupyter Notebook
81	EllieBowler/wandering-albatross-worldview-data-paper Scripts to used to generate and demonstrate loading the WorldView-3...	14	Experimental	—	Jupyter Notebook
82	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	14	Experimental	9	Jupyter Notebook
83	OpenICGC/CatLC Tutorial for the use of CatLC dataset.	13	Experimental	8	Jupyter Notebook
84	max-schaefer-dev/on-cloud-n-19th-place-solution On-Cloud-N: Cloud Cover Detection Challenge - Top 2% (19/854) Solution	13	Experimental	6	Jupyter Notebook
85	JunchuanYu/MFGNet_Cloud_Detection_Remote_Sensing This is the offical implementation for our paper "An effective cloud...	12	Experimental	3	—
86	makarov-gv/dem-cnn DEM CNN from the conference proceedings article "Road Obstacles Detection on...	12	Experimental	1	Jupyter Notebook
87	agimenezromero/CAMELE A deep-learning framework to map the benthic habitat distribution of the...	12	Experimental	3	Jupyter Notebook
88	brazil-data-cube/datacube-classification datacube-classification is a Python package developed to apply the...	12	Experimental	3	C++
89	tanmay-delhikar/satellite-image-analysis-ml Satellite image classification using multiple machine learning algorithms	12	Experimental	13	Python
90	dr-lizhiwei/HRC_WHU High-Resolution Google Earth Image Cloud Detection Dataset	12	Experimental	14	—
91	agrc/udot-parcel-ml a repository for processing udot parcel images and extracting parcel numbers...	11	Experimental	—	Python
92	lavanitha/-Disaster-Damage-Assessment-Estimation AI-powered post-disaster infrastructure damage assessment platform using...	11	Experimental	—	Python
93	sinkholenet/sinkholenet SinkholeNet Dataset	10	Experimental	1	MATLAB
94	jabarhabashi1/Deep-Learning Hyperspectral Mineral Mapping Toolbox transforms HSI scenes into mineral...	10	Experimental	3	Python
95	ezrafielding/PrioriSat Flexible Natural Language-based Image Data Downlink Prioritization for Nanosatellites	10	Experimental	1	Jupyter Notebook
96	m0h4mm3d-bf/Project-UMEED Project UMEED is an initiative to gather important and relevant Urban...	10	Experimental	1	JavaScript

Comparisons in this category

techniques and Satellite_Imagery_Analysis (69 vs 44) techniques and DL-for-satellite-image-analysis (69 vs 39) Satellite_Imagery_Analysis and Hyperspectral_Image_Analysis_Simplified (44 vs 41)