Awesome Segment Anything Segment Anything has led to a new breakthrough in the field of Computer Vision (CV), and this repository will continue to track and summarize the research progress of Segment Anything in various fields, including Papers/Projects, etc.
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- 2024.8.16 Add Segment Anything2 and SaLIP.
- 2023.8.29: Update some recent works.
- 2023.5.20: Update document structure and add a robotic-related article. Happy 520 Day！
- 2023.5.4: Add SEEM.
- 2023.4.18: Add job Inpainting Anything and SAM-Track.
- 2023.4.12: An initial version of recent papers or projects.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
CLIP
arXiv Colab Code OpenAI
Contrastive Language-Image Pre-Training.
OWL-ViT
ECCV2022 -
Code Google
A open-vocabulary object detector.
OvSeg
CVPR2023 Project Code META
Segment an image into semantic regions according to text descriptions.
Painter
CVPR2023 -
Code BAAI
A Generalist Painter for In-Context Visual Learning.
Grounding DINO
arXiv Colab &Huggingface Code IDEA
A stronger open-set object detector
Segment Anything
arXiv Project page Code Meta
A stronger Large model which can be used to generate masks for all objects in an image.
SegGPT
arXiv Project page Code BAAI
Segmenting Everything In Context based on Painter.
Segment Everything Everywhere All at Once (SEEM)
arXiv Project Page Code Microsoft
Semantic Segmentation with various prompt types.
Segment Everything2
Paper
Project Page
Code
Meta
A foundation model towards solving promptable visual segmentation in images and videos..
Analysis and Expansion of SAM
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
CLIP_Surgery
arXiv Demo Code HKUST
This work about SAM based on CLIP's explainability to achieve text to mask without manual points.
GenSAM
arXiv Project Page Code QMUL
This work relaxes the requirement for instance-specific prompts in SAM.
Segment Anything Is Not Always Perfect
arXiv -
-
Samsung
This paper analyzes and discusses the benefits and limitations of SAM.
PerSAM
arXiv Project Page Code -
Segment Anything with specific concepts.
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching
arXiv -
Code -
One shot semantic segmentation by integrating an all-purpose feature extraction model and a class-agnostic segmentation model.
Segment Anything in High Quality
arXiv Project Page -
ETH Zürich & HKUST
HQ-SAM: improve segmentation quality of SAM using learnable High-Quality Output Token.
Detect Any Shadow: Segment Anything for Video Shadow Detection
arXiv -
Code University of Science and Technology of China
Use SAM to detect initial frames then use an LSTM network for subsequent frames.
Fast Segment Anything
arXiv Project Page Code -
Reformulate the architecture and improve the speed of SAM.
MobileSAM (Faster Segment Anything)
arXiv Project Page Code Kyung Hee University
make SAM mobile-friendly by replacing the heavyweight image encoder with a lightweight one.
FoodSAM (Any Food Segmentation)
arxiv Project Page Code UCAS
semantic, instance, panoptic, interactive segmentation on food image.
DefectSAM
arxiv -
Code ZJU, Westlake, UESTC, etc.
infrared thermal images, defect detection.
SlimSAM
arxiv -
Code NUS
0.1% Data Makes Segment Anything Slim.
Medical Image Segmentation
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Segment Anything Model (SAM) for Digital Pathology
arXiv -
-
-
SAM + Tumor segmentation/Tissue segmentation/Cell nuclei segmentation.
Segment Anything in Medical Images
arXiv -
Code -
A step-by-step tutorial with a small dataset to help you quickly utilize SAM.
SAM Fails to Segment Anything?
arXiv -
Code -
SAM-adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More.
Segment Anything Model for Medical Image Analysis: an Experimental Study
arXiv -
-
-
Thorough experiments evaluating how SAM performs on 19 medical image datasets.
Medical-SAM-Adapter
arXiv -
Code -
A project to finetune SAM using Adaption for the Medical Imaging.
SAM-Med2d
arXiv -
Code Sichuan University & Shanghai AI Laboratory
The most comprehensive studies on applying SAM to medical 2D images
ScribblePrompt-SAM
arXiv Project Page Code MIT & MGH
Fine-tuned SAM on 65 biomedical imaging datasets with scribble, click, and bounding box inputs
SaLIP
-
arXiv
Project Page Code
-
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero-shot
Medical Image Segmentation.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Segment Anything for Microscopy
bioRxiv Demo Code University of Göttingen, Germany
Segment Anything for Microscopy implements automatic and interactive annotation for microscopy data. It is built on top of Segment Anything and specializes it for microscopy and other bio-imaging data. Its core components are: The micro_sam tools for interactive data annotation with napari. The micro_sam library to apply Segment Anything to 2d and 3d data or fine-tune it on your data. The micro_sam models that are fine-tuned on publicly available microscopy data. Our goal is to build fast and interactive annotation tools for microscopy data
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Inpaint Anything
arXiv -
Code USTC & EIT
SAM + Inpainting, which is able to remove the object smoothly.
SAM + Stable Diffusion for Text-to-Image Inpainting
-
Project Code comet
Grounding DINO + SAM + Stable Diffusion
Camouflaged Object Detection
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
SAMCOD
-
arXiv -
Code -
SAM + Camouflaged object detection (COD) task.
Video Frame Interpolation
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Clearer Frames, Anytime: Resolving Velocity Ambiguity in Video Frame Interpolation
arXiv Project Page & Interactive Demo Code Shanghai AI Laboratory & Snap Inc.
Editable video frame interpolation with SAM.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Segment Anything in Video Super-resolution
arXiv -
-
-
The first step to use SAM for low-level vision.
SAM-IQA
arXiv -
Code Megvii
The first to introduce the SAM in IQA and demonstrate its strong generalization ability in this domain.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Matte Anything
arXiv -
Code HUST Vision Lab
An interactive natural image matting system with excellent performance for both opaque and transparent objects
Matting Anything
arXiv Project page Code SHI Labs
Leverage feature maps from SAM and adopts a Mask-to-Matte module to predict the alpha matte.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Instruct2Act
arXiv -
Code OpenGVLab
A SAM application in the Robotic field.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
IAMSAM
bioRxiv -
Code Portrai Inc.
A SAM application for the analysis of Spatial Transcriptomics.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Point-SAM
arXiv Page Code UCSD
An open-world 3D native promptable point-cloud segmentation method.
SAMPro3D
arXiv Page Code CUHKSZ, MSRA
A novel method to segment any 3D indoor scenes by applying the SAM to 2D frames, without need any training, tuning, distillation or 3D pretrained networks.
Seal
arXiv Page Code -
A framework capable of leveraging 2D vision foundation models for self-supervised learning on large-scale 3D point clouds.
TomoSAM
arXiv Video Tutorial Code -
An extension of 3D Slicer using the SAM to aid the segmentation of 3D data from tomography or other imaging techniques.
SegmentAnythingin3D
arXiv Project Code
-
A novel framework to Segment Anything in 3D, named SA3D.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
RSPrompter
arXiv Project Page Code Beihang University
An automated instance segmentation approach for remote sensing images based on the SAM.
SAM-CD
arXiv -
Code PLA Information Engineering University
A sample-efficient change detection framework that employs SAM as the visual encoder.
SAM-Road: Segment Anything Model for Road Network Graph Extraction
arXiv -
Code Carnegie Mellon University
A simple and fast method applying SAM for vectorized large-scale road network graph extraction. It reaches state-of-the-art accuracy while being 40 times faster.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Follow Anything
arXiv Page Code MIT, Harvard University
an open-vocabulary and multimodal model to detects, tracks, and follows any objects in real-time.
Track-Anything
Video arXiv -
Code MIT, Harvard University
an open-vocabulary and multimodal model to detects, tracks, and follows any objects in real-time.
SAM-Track
Video arXiv -
Code MIT, Harvard University
A framework called Segment And Track Anything (SAMTrack) that allows users to precisely and effectively segment and track any object in a video.
Audio-visual Localization and Segmentation
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
AV-SAM
arXiv -
Code CMU
A simple yet effective audio-visual localization and segmentation framework based on the SAM.
Title
Presentation
Paper page
Project page
Code base
Affiliation
Description
Attack-SAM
-
arXiv -
-
KAIST
The
first work of conduct a comprehensive investigation on how to attack SAM with adversarial
examples.
Title
Presentation
Project page
Code base
Affiliation
Description
Grounded Segment Anything
Colab & Huggingface Code -
Combining Grounding DINO and Segment Anything
GroundedSAM Anomaly Detection
-
Code -
Grounding DINO + SAM to segment any anomaly.
Semantic Segment Anything
-
Code Fudan
A dense category annotation engine.
Magic Copy
-
Code -
Magic Copy is a Chrome extension that uses SAM.
YOLO-World + EfficientViT SAM
🤗 HuggingFace Space
Code -
Efficient open-vocabulary object detection and segmentation with YOLO-World + EfficientViT SAM
Segment Anything with Clip
🤗 HuggingFace Space
Code -
SAM + CLIP
SAM-Clip
-
Code -
SAM + CLIP.
Prompt Segment Anything
-
Code -
SAM + Zero-shot Instance Segmentation.
RefSAM
-
-
Code -
Evaluating the basic performance of SAM on the Referring Image segmentation task.
SAM-RBox
-
Code -
An implementation of SAM for generating rotated bounding boxes with MMRotate.
Open Vocabulary Segment Anything
-
Code -
An interesting demo by combining OWL-ViT of Google and SAM.
SegDrawer
-
Code -
Simple static web-based mask drawer, supporting semantic drawing with SAM.
AnyLabeling
YoutubeDemo Code -
SAM + Labelme + LabelImg + Auto-labeling.
ISAT with segment anything
YoutubeDemo BiliBili Demo Code -
Labeling tool by SAM(segment anything model),supports SAM, sam-hq, MobileSAM EdgeSAM etc.
Annotation Anything Pipeline
-
Code -
GPT + SAM.
Roboflow Annotate
App Blog Roboflow
SAM-assisted labeling for training computer vision models.
SALT
-
Code -
A tool that adds a basic interface for image labeling and saves the generated masks in COCO format.]
SAM U Specify
-
Code -
Use SAM and CLIP model to segment unique instances you want.]
SAM web UI
App Code -
This is a new web interface for the SAM.
Finetune Anything
-
Code -
A class-aware one-stage tool for training fine-tuning models based on SAM.
NanoSAM
-
Code NVIDIA
A distilled Segment Anything (SAM) model capable of running real-time with NVIDIA TensorRT.
Title
Presentation
Project page
Code base
Affiliation
Description
MetaSeg
HuggingFace Code -
SAM + Video.
SAM-Track
Video YoutubeDemo Code Zhejiang University
This project, which is based on SAM and DeAOT, focuses on segmenting and tracking objects in videos.
Medical image Segmentation task
Title
Presentation
Project page
Code base
Affiliation
Description
SAM in Napari
Video -
Code -
Segment anything with Napari integration of SAM.
SAM Medical Imaging
-
Code -
SAM for Medical Imaging.
Title
Presentation
Project page
Code base
Affiliation
Description
SegAnythingPro
-
Code -
SAM + Inpainting/Replacing.
Title
Presentation
Project page
Code base
Affiliation
Description
3D-Box
-
Code -
SAM is extended to 3D perception by combining it with VoxelNeXt.
Anything 3DNovel View
-
Code -
SAM + Zero 1-to-3 .
Any 3DFace
-
Code -
SAM + HRN .
Segment Anything 3D
-
Code Pointcept
Extending Segment Anything to 3D perception by transferring the segmentation information of 2D images to 3D space
Title
Presentation
Project page
Code base
Affiliation
Description
Edit Anything
-
Code -
Edit and Generate Anything in an image.
Image Edit Anything
-
Code -
Stable Diffusion + SAM.
SAM for Stable Diffusion Webui
-
Code -
Stable Diffusion + SAM.
Title
Presentation
Project page
Code base
Affiliation
Description
Earth Observation Tools
Colab Code -
SAM + Remote Sensing.
Moving Object Detection task
Title
Presentation
Project page
Code base
Affiliation
Description
Moving Object Detection
-
Code -
SAM + Moving Object Detection.
Title
Presentation
Project page
Code base
Affiliation
Description
OCR-SAM
Blog Code -
Optical Character Recognition with SAM.
Title
Presentation
Project page
Code base
Affiliation
Description
SAMJS
demo Code -
JS SDK for SAM, Support remote sensing data segmentation and vectorization
Some of the presentations in this repository are borrowed from the original author, and we are very thankful for their contribution.
This project is released under the MIT license. Please see the LICENSE file for more information.
