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 66 satellite building segmentation frameworks tracked. The highest-rated is WHU-Sigma/HyperSIGMA at 43/100 with 346 stars.

Get all 66 projects as JSON

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