Awesome-Segment-Anything

Awesome-Segment-Anything

A collection of project, papers, and source code for Meta AI's Segment Anything Model (SAM) and related studies.

Stars: 321

Visit
 screenshot

The Segment Anything Model (SAM) is a powerful tool that allows users to segment any object in an image with just a few clicks. This makes it a great tool for a variety of tasks, such as object detection, tracking, and editing. SAM is also very easy to use, making it a great option for both beginners and experienced users.

README:

Awesome-Segment-Anything

Tribute to Meta AI's Segment Anything Model (SAM)

A collection of projects, papers, and source code for SAM and related studies.

Keywords: Segment Anything Model, Segment Anything, SAM, awesome

CATALOGUE

Origin of the Study 💗 Project & Toolbox 💗 Lecture & Notes 💗 Papers

1 Origin of the Study

Fundemental Models

2 Project & Toolbox

  • [Awesome Segment-Anything Extensions] Awesome Segment-Anything Extensions [paper][code]GitHub stars

  • [Awesome Anything] A curated list of general AI methods for Anything [paper][code]GitHub stars

  • [Awesome Segment Anything] Awesome Segment Anything [paper][code] GitHub Repo stars

Preview Project
preview [Grounded-Segment-Anything] Grounded-Segment-Anything(DINO + SAM) [paper][code]GitHub stars
preview [Grounded Segment Anything: From Objects to Parts] Support text prompt input(GLIP/VLPart + SAM)[paper][code]GitHub Repo stars
preview [Semantic-Segment-Anything] A pipeline on top of SAM to predict semantic category for each mask [paper][code]GitHub stars
preview [GroundedSAM-zero-shot-anomaly-detection] Segment any anomaly[papaer][code]GitHub Repo stars
preview [EditAnything] EditAnything [paper][code]GitHub stars
preview [sd-webui-segment-anything] extension for helping stable diffusion webui with inpainting [paper][code]GitHub stars
preview [SALT] Segment Anything Labelling Tool [paper][code]GitHub stars
preview [SAM-CLIP] Segment Anything CLIP [paper][code]GitHub stars
preview [Prompt-Segment-Anything] An implementation of SAM[parper][code]GitHub Repo stars
preview [Count-Anything] Few-shot SAM Counting[parper][code]GitHub Repo stars
preview [SegGPT: Vision Foundation Models] One touch for segmentation in all images (SAM+SegGPT)[paper][code]GitHub Repo stars
preview [napari-segment-anything] Image viewer plugin of SAM[paper][code]GitHub Repo stars
preview [OCR-SAM] SAM is applied to OCR [paper][code]GitHub Repo stars
preview [SegDrawer] Simple static web-based mask drawer[paper][code]GitHub Repo stars
preview [Magic Copy] Extract and copy foreground objects using SAM[paper][code]GitHub Repo stars
preview [Track-Anything] Video object tracking and segmentation based on SAM[paper][code]GitHub Repo stars
preview] [SAM-Track] Video object tracking and segmentation based on SAM[paper][code]GitHub Repo stars
preview [Count Anything] Count any object[paper][code]GitHub Repo stars
preview [Inpaint Anything] Inpaint Anything [paper][code]GitHub Repo stars
preview [Transfer-Any-Style] Transfer-Any-Style[paper][code]GitHub Repo stars
preview [Anything-3D] Anything-3D [paper][code] GitHub Repo stars
preview [SEEM] Segment Everything Everywhere All at Once [paper][code] GitHub Repo stars
preview [Caption-Anything] Generate descriptive captions for any object [paper][code] GitHub Repo stars
preview [Caption-Anything] Generate descriptive captions for any object [paper][code] GitHub Repo stars
preview [Image.txt] Transform Image Into Unique Paragraph [paper][code] GitHub Repo stars
preview [3D-Box via Segment Anything] Extend the scope to 3D world [paper][code] GitHub Repo stars
preview [SegmentAnyRGBD] Segment rendered depth images based on SAM [paper] [code] GitHub Repo stars

3 Lecture & Notes

How to | roboflow how-to-segment-anything-with-sam [blog]

4 Papers

Image Segmentation & Medical Image Segmentation

  • [Zero-shot Segmentation] Segment Anything Model (SAM) for Digital Pathology: Assess Zero-shot Segmentation on Whole Slide Imaging[paper][code]GitHub stars

  • [generic segmentation] Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications [paper][code]

  • [Medical Image segmentation] SAMM (Segment Any Medical Model): A 3D Slicer Integration to SAM [paper][code]

  • [Medical Image segmentation] SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model [paper] [code]

  • [Camouflaged Object Segmentation] SAM Struggles in Concealed Scenes -- Empirical Study on "Segment Anything"[paper][code]

  • [Brain Extraction] Brain Extraction comparing Segment Anything Model (SAM) and FSL Brain Extraction Tool[paper][code]

Object Detection & Tracking

  • [Camouflaged Object Detection] Can SAM Segment Anything? When SAM Meets Camouflaged Object Detection[paper][code]GitHub stars

  • [Multi-Object Tracking] CO-MOT[paper][code]GitHub stars

Explaning and Supporting Basic Models

  • [CLIP] CLIP Surgery for Better Explainability with Enhancement in Open-Vocabulary Tasks [paper][code]

Arxiv-daily-update

Click here to check the daily-updated paper list!

For Tasks:

Click tags to check more tools for each tasks

For Jobs:

Alternative AI tools for Awesome-Segment-Anything

Similar Open Source Tools

For similar tasks

For similar jobs