Segment Anything Applications ML Frameworks

Fine-tuning, adaptation, and domain-specific applications of SAM/SAM2 models for specialized segmentation tasks. Includes optimizations for video, remote sensing, text detection, robustness improvements, and lightweight variants. Does NOT include general segmentation frameworks, foundational SAM model releases, or non-SAM segmentation tools.

There are 38 segment anything applications frameworks tracked. 2 score above 70 (verified tier). The highest-rated is gradio-app/gradio at 84/100 with 42,013 stars. 2 of the top 10 are actively maintained.

Get all 38 projects as JSON

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

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#	Framework	Score	Tier	Stars	Language
1	gradio-app/gradio Build and share delightful machine learning apps, all in Python. 🌟 Star to...	84	Verified	42,013	Python
2	opengeos/segment-geospatial A Python package for segmenting geospatial data with the Segment Anything Model (SAM)	76	Verified	3,909	Python
3	wkentaro/osam Get up and running with SAM1-3, EfficientSAM, YOLO-World, and other...	54	Established	81	Python
4	juglab/EmbedSeg Code Implementation for EmbedSeg, an Instance Segmentation Method for...	47	Emerging	127	Python
5	coolzhao/Geo-SAM A QGIS plugin tool using Segment Anything Model (SAM) to accelerate...	43	Emerging	402	Python
6	lartpang/awesome-segmentation-saliency-dataset A collection of some datasets for segmentation / saliency detection. Welcome...	43	Emerging	619	—
7	xuebinqin/DIS This is the repo for our new project Highly Accurate Dichotomous Image Segmentation	40	Emerging	2,514	Jupyter Notebook
8	EEmGuzman/resunet-cmb Code repository for the implementation of the ResUNet-CMB network from...	38	Emerging	7	Jupyter Notebook
9	mazurowski-lab/SegmentAnyBone SegmentAnyBone: A Universal Model that Segments Any Bone at Any Location on MRI	37	Emerging	120	Python
10	ArdaGen/STEM-Automated-Nanoparticle-Analysis-YOLOv8-SAM S/TEM Automated Nanoparticle Analysis	36	Emerging	27	Python
11	ziqi-jin/finetune-anything Fine-tune SAM (Segment Anything Model) for computer vision tasks such as...	36	Emerging	861	Python
12	Yarroudh/segment-lidar Python package for segmenting LiDAR data using Segment-Anything Model (SAM)...	35	Emerging	364	Python
13	Akhilesh64/ResUnet-a Implementation of the paper "ResUNet-a: a deep learning framework for...	34	Emerging	41	Python
14	MaybeShewill-CV/segment-anything-u-specify using clip and sam to segment any instance you specify with text prompt of...	31	Emerging	184	Python
15	JonathanVSV/U-netRDef U-net for deforestation detection	30	Emerging	4	R
16	ArminMoghimi/Fine-tune-the-Segment-Anything-Model-SAM- A. Moghimi, M. Welzel, T. Celik, and T. Schlurmann, "A Comparative...	25	Experimental	28	Jupyter Notebook
17	amberwalker-ds/u-net_semantic_segmentation This project demonstrates the use of a U-Net neural network for segmenting...	24	Experimental	4	Jupyter Notebook
18	trincadev/samgis-be SamGIS can do machine learning-based (Segment Anything by Meta - Facebook)...	23	Experimental	8	TypeScript
19	ViTAE-Transformer/SAMRS The official repo for [NeurIPS'23] "SAMRS: Scaling-up Remote Sensing...	23	Experimental	376	Python
20	5663015/segment_anything_webui A simple Segment Anything WebUI based on Gradio.	22	Experimental	82	Python
21	mohamadmansourX/SauvolaNet-Training SauvolaNet Training Repo for image binarization	21	Experimental	8	Jupyter Notebook
22	JerryX1110/awesome-segment-anything-extensions Segment-anything related awesome extensions/projects/repos.	21	Experimental	351	—
23	aiplaybookin/gradio-demo Examples of demo deployment using Gradio. Image Classification, Live Webcam...	20	Experimental	17	Jupyter Notebook
24	jasanmolsingh/SAMGridAnnotator Interactive grid-based image annotation tool using Meta AI’s Segment...	20	Experimental	1	Jupyter Notebook
25	AntonAshraf/Barcode-segmentation A system for barcode detection and decoding using YOLO, SAM2, and pyzbar...	20	Experimental	6	Jupyter Notebook
26	AIDajiangtang/Segment-Anything-CPP segment anything（SAM） for CPP Inference	19	Experimental	31	C++
27	zxuuuustupid/NailongIdentification A simple model for Identification of nailong based on deep learning	19	Experimental	7	Python
28	JacobJ215/YOLO-NAS-SAM This project demonstrates how to perform object detection and image...	17	Experimental	4	Jupyter Notebook
29	semihyagli/STL10_Segmentation This repo contains segmented images from the labeled test part of the STL10...	16	Experimental	1	Python
30	Kazuhito00/DIS-ONNX-Sample 背景除去モデルであるDIS/IS-NetのPythonでのONNX推論サンプル	15	Experimental	18	Jupyter Notebook
31	CoffeeVampir3/grounding-sam2-demo A simple demo for utilizing grounding dino and segment anything v2 models together	15	Experimental	21	Python
32	Aadit3003/u-nets-implementation Implemented the U-Net architecture proposed by Ronneberger et. al, and used...	14	Experimental	9	Jupyter Notebook
33	LegendLeoChen/sam2-finetune scripts for prediction, training, validation, and evaluation using SAM2	14	Experimental	4	Jupyter Notebook
34	fchamroukhi/SaMUraiS StAtistical Models for the UnsupeRvised segmentAion of tIme-Series	13	Experimental	11	R
35	DmitriyKras/Small-objects-segmentation This repository contains project about segmentation small flying objects...	12	Experimental	14	Python
36	an-mistral/Cardiac_Right_Ventricle_MRI_Segmentation Lightweight SegFormer3D-inspired 3D Transformer for right-ventricle...	11	Experimental	—	Jupyter Notebook
37	RhFz1/Segment-Anything This repository contains raw implementation of the Segment Anything Model...	10	Experimental	1	Python
38	Md-Emon-Hasan/Gradio Gradio for building interactive ML demos and interfaces. These projects...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

gradio and segment_anything_webui (84 vs 22) segment-geospatial and Geo-SAM (76 vs 43) segment-geospatial and SAMRS (76 vs 23) segment-geospatial and segment-lidar (76 vs 35) segment-geospatial and segment-anything-u-specify (76 vs 31) segment-geospatial and Fine-tune-the-Segment-Anything-Model-SAM- (76 vs 25) segment-geospatial and samgis-be (76 vs 23)