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 40 segment anything applications frameworks tracked. 2 score above 70 (verified tier). The highest-rated is gradio-app/gradio at 81/100 with 42,013 stars. 2 of the top 10 are actively maintained.
Get all 40 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 |
|---|---|---|---|
| 1 |
gradio-app/gradio
Build and share delightful machine learning apps, all in Python. 🌟 Star to... |
|
Verified |
| 2 |
opengeos/segment-geospatial
A Python package for segmenting geospatial data with the Segment Anything Model (SAM) |
|
Verified |
| 3 |
wkentaro/osam
Get up and running with SAM1-3, EfficientSAM, YOLO-World, and other... |
|
Established |
| 4 |
juglab/EmbedSeg
Code Implementation for EmbedSeg, an Instance Segmentation Method for... |
|
Established |
| 5 |
lartpang/awesome-segmentation-saliency-dataset
A collection of some datasets for segmentation / saliency detection. Welcome... |
|
Established |
| 6 |
coolzhao/Geo-SAM
A QGIS plugin tool using Segment Anything Model (SAM) to accelerate... |
|
Established |
| 7 |
xuebinqin/DIS
This is the repo for our new project Highly Accurate Dichotomous Image Segmentation |
|
Emerging |
| 8 |
EEmGuzman/resunet-cmb
Code repository for the implementation of the ResUNet-CMB network from... |
|
Emerging |
| 9 |
mazurowski-lab/SegmentAnyBone
SegmentAnyBone: A Universal Model that Segments Any Bone at Any Location on MRI |
|
Emerging |
| 10 |
ziqi-jin/finetune-anything
Fine-tune SAM (Segment Anything Model) for computer vision tasks such as... |
|
Emerging |
| 11 |
Yarroudh/segment-lidar
Python package for segmenting LiDAR data using Segment-Anything Model (SAM)... |
|
Emerging |
| 12 |
Akhilesh64/ResUnet-a
Implementation of the paper "ResUNet-a: a deep learning framework for... |
|
Emerging |
| 13 |
ArdaGen/STEM-Automated-Nanoparticle-Analysis-YOLOv8-SAM
S/TEM Automated Nanoparticle Analysis |
|
Emerging |
| 14 |
MaybeShewill-CV/segment-anything-u-specify
using clip and sam to segment any instance you specify with text prompt of... |
|
Emerging |
| 15 |
JonathanVSV/U-netRDef
U-net for deforestation detection |
|
Emerging |
| 16 |
ArminMoghimi/Fine-tune-the-Segment-Anything-Model-SAM-
A. Moghimi, M. Welzel, T. Celik, and T. Schlurmann, "A Comparative... |
|
Emerging |
| 17 |
amberwalker-ds/u-net_semantic_segmentation
This project demonstrates the use of a U-Net neural network for segmenting... |
|
Emerging |
| 18 |
ViTAE-Transformer/SAMRS
The official repo for [NeurIPS'23] "SAMRS: Scaling-up Remote Sensing... |
|
Emerging |
| 19 |
trincadev/samgis-be
SamGIS can do machine learning-based (Segment Anything by Meta - Facebook)... |
|
Emerging |
| 20 |
5663015/segment_anything_webui
A simple Segment Anything WebUI based on Gradio. |
|
Experimental |
| 21 |
JerryX1110/awesome-segment-anything-extensions
Segment-anything related awesome extensions/projects/repos. |
|
Experimental |
| 22 |
mohamadmansourX/SauvolaNet-Training
SauvolaNet Training Repo for image binarization |
|
Experimental |
| 23 |
aiplaybookin/gradio-demo
Examples of demo deployment using Gradio. Image Classification, Live Webcam... |
|
Experimental |
| 24 |
AIDajiangtang/Segment-Anything-CPP
segment anything（SAM） for CPP Inference |
|
Experimental |
| 25 |
semihyagli/STL10_Segmentation
This repo contains segmented images from the labeled test part of the STL10... |
|
Experimental |
| 26 |
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 |
|
Experimental |
| 27 |
CoffeeVampir3/grounding-sam2-demo
A simple demo for utilizing grounding dino and segment anything v2 models together |
|
Experimental |
| 28 |
jasanmolsingh/SAMGridAnnotator
Interactive grid-based image annotation tool using Meta AI’s Segment... |
|
Experimental |
| 29 |
zxuuuustupid/NailongIdentification
A simple model for Identification of nailong based on deep learning |
|
Experimental |
| 30 |
Aadit3003/u-nets-implementation
Implemented the U-Net architecture proposed by Ronneberger et. al, and used... |
|
Experimental |
| 31 |
LegendLeoChen/sam2-finetune
scripts for prediction, training, validation, and evaluation using SAM2 |
|
Experimental |
| 32 |
fchamroukhi/SaMUraiS
StAtistical Models for the UnsupeRvised segmentAion of tIme-Series |
|
Experimental |
| 33 |
DmitriyKras/Small-objects-segmentation
This repository contains project about segmentation small flying objects... |
|
Experimental |
| 34 |
Md-Emon-Hasan/Gradio
Gradio for building interactive ML demos and interfaces. These projects... |
|
Experimental |
| 35 |
RhFz1/Segment-Anything
This repository contains raw implementation of the Segment Anything Model... |
|
Experimental |
| 36 |
ViTAE-Transformer/SAMText
The official repo for the technical report "Scalable Mask Annotation for... |
|
Experimental |
| 37 |
pengwingokla/MetaAI-SAM-satellite-imagery-segmentation
Proudest Computer Vision Projects |
|
Experimental |
| 38 |
Krishnateja244/YoloV9_instance_segmentation_using_SAM
Comparision of YOLOV9 instance segmentation and SAM based segmentation on... |
|
Experimental |
| 39 |
LudovicGardy/ladybird_CNN
This project showcases the algorithm used in the Ladybird software to detect... |
|
Experimental |
| 40 |
cassxw/SAMSeg-Website
🧠 This website is a collaborative platform providing an overview of our... |
|
Experimental |