zero-shot-segmentation 开源项目推荐（22 个）

SysCV /sam-hq

高质量分割一切 [NeurIPS 2023]

SysCV /sam-pt

SAM-PT: Extending SAM to zero-shot video segmentation with point-based tracking.

naver-ai /ZIM

[ICCV 2025，精华]ZIM：零射图像遮挡，适用于任何东西

robustsam /RobustSAM

RobustSAM: Segment Anything Robustly on Degraded Images (CVPR 2024 Highlight)

nv-nguyen /cnos

[ICCV 2023 R6D] PyTorch implementation of CNOS: A Strong Baseline for CAD-based Novel Object Segmentation based on Segmenting Anything and DINOv2

GAP-LAB-CUHK-SZ /SAMPro3D

SAMPro3D: Locating SAM Prompts in 3D for Zero-Shot Instance Segmentation (3DV 2025)

hustvl /MaskAdapter

[CVPR 2025] Official repository of the paper "Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation"

hieuvmphan /CVPR2024_MAVL

Multi-Aspect Vision Language Pretraining - CVPR2024

jvpassarelli /sam-clip-segmentation

Image Instance Segmentation - Zero Shot - OpenAI's CLIP + Meta's SAM

PaulCouairon /DiffCut

[NeurIPS 2024] Official code for DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut

autodistill /autodistill-efficient-yolo-world

EfficientSAM + YOLO World base model for use with Autodistill.

bladeszasza /SOWLv2

(SegmentedOWLv2) is a powerful command-line tool for text-prompted object segmentation for video and images.

djaliloh /FrontVegV2

[FrontVeg V2] Official implementation of our paper: "FrontVeg V2: A Training-Free Software Framework for Foreground-Aware Zero-Shot Plant Trait Segmentation in High-Resolution Images of Trellised Crops"

teamROBI /OV-MAP

Code release for "OV-MAP: Open-Vocabulary Zero-Shot 3D Instance Segmentation Map for Robots"

umitkacar /sam2-edge-cpp

Real-time SAM2 segmentation on edge devices - 40x faster C++ inference with ONNX Runtime for iOS/Android deployment

petrukha-ivan /mlx-swift-vision

Computer vision in Swift

chaofanma /AttrSeg

[NeurIPS 2023] "AttrSeg: Open-Vocabulary Semantic Segmentation via Attribute Decomposition-Aggregation" https://arxiv.org/abs/2309.00096

Kimokcheon /FAME

Official FAME benchmark evaluation code for zero-shot, few-shot, and OOD medical image segmentation.

ehtishamazing /Brain-Tumor-Detection-with-YOLO11

End-to-end medical AI pipeline for brain tumor detection, classification, and zero-shot instance segmentation using YOLO11 & SAM 2 with a real-time Streamlit dashboard.

AryanTiwari-21 /SAM-Remote-Sensing

Remote sensing image segmentation using SAM, GroundingDINO, and PerSAM with automatic, point, text-prompt, and one-shot workflows, deployed on Hugging Face Spaces using Gradio.