Satellite Building Segmentation ML Frameworks

Projects for detecting and segmenting buildings from satellite and aerial imagery using deep learning. Does NOT include general semantic segmentation techniques, other land cover classes (roads, water), or non-building-focused remote sensing applications.

There are 70 satellite building segmentation frameworks tracked. 1 score above 50 (established tier). The highest-rated is WHU-Sigma/HyperSIGMA at 50/100 with 346 stars.

Get all 70 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=satellite-building-segmentation&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	WHU-Sigma/HyperSIGMA The official repo for [TPAMI'25] "HyperSIGMA: Hyperspectral Intelligence...	50	Established	346	Python
2	manideep2510/eye-in-the-sky Satellite Image Classification using semantic segmentation methods in deep learning	49	Emerging	317	Python
3	motokimura/spacenet_building_detection Project to train/test convolutional neural networks to extract buildings...	48	Emerging	203	Jupyter Notebook
4	rogerxujiang/dstl_unet Dstl Satellite Imagery Feature Detection	48	Emerging	145	Jupyter Notebook
5	Paulymorphous/skeyenet Road and Building Segmentation in Satellite Imagery	47	Emerging	144	Jupyter Notebook
6	IGNF/FLAIR-1 Semantic segmentation from aerial imagery (baseline of the FLAIR #1 challenge)	47	Emerging	72	Python
7	souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch 🛣 Building an end-to-end Promptable Semantic Segmentation (Computer Vision)...	46	Emerging	187	Jupyter Notebook
8	SpaceNetChallenge/SpaceNet8 Algorithmic baseline for SpaceNet 8 Challenge	45	Emerging	89	Python
9	ayushdabra/dubai-satellite-imagery-segmentation Multi-Class Semantic Segmentation on Dubai's Satellite Images.	45	Emerging	87	Jupyter Notebook
10	Doodleverse/segmentation_gym A neural gym for training deep learning models to carry out geoscientific...	44	Emerging	53	Python
11	ayushdabra/drone-images-semantic-segmentation Multi-class semantic segmentation performed on "Semantic Drone Dataset."	44	Emerging	104	Jupyter Notebook
12	opengeos/qgis-samgeo-plugin QGIS plugin for the SamGeo Python package	43	Emerging	101	Python
13	deepbands/buildseg buildseg is a building extraction plugin of QGIS based on...	43	Emerging	74	Python
14	IGNF/FLAIR-HUB UperFuse code for the FLAIR-HUB dataset	41	Emerging	44	Python
15	gicait/centroid-unet Centroid-UNet is deep neural network model to detect centroids from satellite images.	40	Emerging	33	Jupyter Notebook
16	ViTAE-Transformer/MTP The official repo for [JSTARS'24] "MTP: Advancing Remote Sensing Foundation...	39	Emerging	246	Python
17	aj1365/MultiModelCNN Here are the codes for the "Swin Transformer and Deep Convolutional Neural...	38	Emerging	16	Jupyter Notebook
18	bragagnololu/UNet-defmapping This repository presents the product of my master's thesis, which uses UNet...	38	Emerging	20	Python
19	aj1365/DeepCNN_Polsar This code is for the paper "PolSAR Image Classification based on Deep...	37	Emerging	27	Jupyter Notebook
20	OMUZ9924/terratorch-building-segmentation Fine-tuning Geospatial Foundation Models (Prithvi, TerraMind) for building...	37	Emerging	5	Python
21	Geoalert/mapflow-qgis Geoalert's public QGIS plugin for using Mapflow from inside QGIS.	36	Emerging	32	QML
22	aj1365/3DUNetGSFormer Here are the codes for the "3DUNetGSFormer: A deep learning pipeline for...	36	Emerging	10	Jupyter Notebook
23	ViTAE-Transformer/RSP The official repo for [TGRS'22] "An Empirical Study of Remote Sensing Pretraining"	36	Emerging	160	Python
24	aleguillou1/UNet4RSImage Notebook to perfom yourself a land cover classification from remote sensing...	35	Emerging	8	Jupyter Notebook
25	defvol/unmapped ConvNet finding unmapped roads in satellite imagery	34	Emerging	18	JavaScript
26	HoinJung/BEmodule-Satellite-Building-Segmentation Boundary Enhancement Semantic Segmentation for Building Extraction from...	34	Emerging	35	Jupyter Notebook
27	TitorX/SegMap-QGIS SegMap is a QGIS plugin that uses deep learning for fast map digitization....	31	Emerging	6	Python
28	akhilchibber/Drone-Image-Segmentation Deep Learning based Drone Image Segmentation	31	Emerging	2	Jupyter Notebook
29	billpsomas/rscir Official PyTorch implementation and benchmark dataset for IGARSS 2024 ORAL...	31	Emerging	82	Python
30	microsoft/data-centric-satellite-segmentation Contains implementations of data-centric approaches for improving semantic...	31	Emerging	56	Python
31	chrischank/HOTOSM_OAM_codeV2 This pilot project is connected to a larger initiative to open-source the...	30	Emerging	6	Jupyter Notebook
32	geoai4cities/Mumbai-Semantic-Segmentation-Dataset Manually Annotated High Resolution Satellite Image Dataset of Mumbai for...	29	Experimental	17	Jupyter Notebook
33	Pancakerr/HybridSN A personal pytorch-based implement of HybridSN by Jupyter Notebook	29	Experimental	43	Jupyter Notebook
34	nive927/Dubai-Satellite-Imagery-Multiclass-Segmentation Simulation and performance analysis of 3 benchmark models (Standard U-Net,...	28	Experimental	11	Jupyter Notebook
35	aj1365/3DGAN-ViT Here is the code developed for the paper "A deep learning framework based on...	27	Experimental	17	Jupyter Notebook
36	djene-mengistu/UAPS This repo contains implementation of uncertainty estimation, rectification,...	27	Experimental	14	Python
37	imharrisonking/rooftop-segmentation Instance segmentation deep learning model built using PyTorch and fastai to...	27	Experimental	14	Jupyter Notebook
38	taochx/MSNet multispectral semantic segmentation network for remote sensing images	27	Experimental	38	Python
39	HardevKhandhar/building-segmentation-image-processing Building Segmentation for Aerial Image Processing using Machine Learning.	27	Experimental	10	Jupyter Notebook
40	amanbagrecha/cresi-modified Spacenet 5 CRESI https://github.com/CosmiQ/cresi modified to work with Python 3.8	26	Experimental	5	Jupyter Notebook
41	long123524/TFNet Official code: "Integrating Segment Anything Model derived boundary prior...	25	Experimental	18	Python
42	mo-agh/sea-land-segmentation-coastline-extraction Python code for paper "Automatic coastline extraction through enhanced...	25	Experimental	23	Jupyter Notebook
43	nassimaliou/unet_satelite_image_segmentation Using deep learning to tackle the problem of Deep Semantic Segmentation on...	25	Experimental	5	Jupyter Notebook
44	GISLAB-HAWK/TrailScan-QGIS-Plugin QGIS Plugin for skidtrail detection from ALS point clouds and deep learning...	24	Experimental	4	Python
45	Mnostalgia/MSFFNet Semantic Segmentation of Agricultural Crop Multispectral Image Using Feature Fusion	24	Experimental	5	Python
46	tigasgon1999/Agricultural-Pattern-Recognition This project focuses on using the Semantic Segmentation Deep Learning...	23	Experimental	14	Jupyter Notebook
47	kamalesh003/Oil-Spill-Detection-Using-U-Nets This project uses a U-Net deep learning model to detect oil spills from...	23	Experimental	1	Jupyter Notebook
48	swalpa/G2C-Conv3D-HSI PyTorch implementation of the paper - Revisiting Deep Hyperspectral Feature...	23	Experimental	32	Jupyter Notebook
49	AronBakes/Semantic-Segmentation-of-Aerial-Imagery Semantic Segmentation of Aerial Imagery - Multi-modal deep learning models...	22	Experimental	8	Jupyter Notebook
50	oztuncbilek/urban-heat-island This project focuses on the detection and analysis of UHIs in Hamburg.The...	22	Experimental	1	Jupyter Notebook
51	association-rosia/flair-2 Engage in a semantic segmentation challenge for land cover description...	21	Experimental	11	Jupyter Notebook
52	DainfromLiria/Sand_grains_classification Multi-label semantic segmentation of 5 types of quartz microtextures on...	21	Experimental	3	Jupyter Notebook
53	RudraxDave/UrbanizationDetection_RoadnBuilding Building and Road Extraction for Urban and Rural Development and...	20	Experimental	8	Jupyter Notebook
54	Rohit8y/Semantic-Segmentation-Forestry Fine-tune and evaluate deep learning models built with PyTorch for semantic...	20	Experimental	5	Python
55	gzamps/wta_tla_dataset WTA/TLA: A UAV-captured Datasetfor Semantic Segmentation of Energy ...	19	Experimental	3	—
56	quangkhai5122/Segmentation_Roof The project uses overhead satellite imagery combined with Random Forest...	19	Experimental	2	Jupyter Notebook
57	sahilsb8/U-Net-Multispectral-Satellite-Image-Segmentation This repository uses Keras based implementation of U-Net to perform feature...	19	Experimental	3	Jupyter Notebook
58	GatorSense/HyperPRI Demonstration of segmentation improvement with hyperspectral data	19	Experimental	3	Jupyter Notebook
59	JunchuanYu/3DCAE_for_lithological_mapping This is the offical implementation for our paper "3D autoencoder algorithm...	18	Experimental	2	—
60	KoolDrip/Satellite-Road-Segmentation Lightweight U-Net for road segmentation from satellite images using the...	18	Experimental	1	Jupyter Notebook
61	4l3x4ndre/Metadata-Augmented-UNET-for-LST-NDVI Data-driven deep learning framework designed to predict future Land Surface...	17	Experimental	—	Python
62	mqalkhatib/MixerSENet MixerSENet: A Lightweight Framework for Efficient Hyperspectral Image Classification	16	Experimental	4	Python
63	Kedar2002/Road-Segmentation-for-Indian-Roads Road Segmentation U-Net Model trained on the IDD Dataset...	13	Experimental	—	Jupyter Notebook
64	Flat-Earther/road-crack-segmentation Supervised semantic segmentation project from the Deep Learning classes.	13	Experimental	—	Jupyter Notebook
65	fmenat/DSensDp Public repository of our research work at IEEE Access	12	Experimental	4	Python
66	LankeSathwik7/Hyperspectral-Deep-Learning A comprehensive framework for hyperspectral image analysis implementing deep...	12	Experimental	5	Python
67	koesan/U-Net Semantic segmentation of drone imagery using U-Net deep learning...	12	Experimental	2	Jupyter Notebook
68	widifadi/SEERI-Building_Segmentation Python notebook for building semantic segmentation from high resolution...	11	Experimental	4	Jupyter Notebook
69	Apiquet/segmentation_from_satellite_images This repository shows how to get satellite images to build a dataset to...	11	Experimental	—	Jupyter Notebook
70	kalpthakkar/OGC-UDTIP Repository for UCF's contributions to the OGC Urban Digital Twin...	11	Experimental	—	Jupyter Notebook