polyp-segmentation 开源项目推荐（69 个）

DengPingFan /PraNet

PraNet: Parallel Reverse Attention Network for Polyp Segmentation, MICCAI 2020 (Oral). Code using Jittor Framework is available.

WZH0120 /SAM2-UNet

[VINT 2026] SAM2-UNet：Segment Anything 2 为自然图像与医学图像分割提供强编码器

GewelsJI /VPS

Official website for "Video Polyp Segmentation: A Deep Learning Perspective (MIR 2022)"

plemeri /UACANet

Official PyTorch implementation of UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation (ACMMM 2021)

RazvanDu /DUCK-Net

使用 DUCK-Net 进行息肉图像分割。（Nature Scientific Reports 2023）

UARK-AICV /MEGANet

[WACV 2024] An implementation of MEGANet for polyp segmentation with multi-scale edge-guided attention

ai4colonoscopy /IntelliScope

智能结肠镜前沿 [ColonSurvey | ColonINST | ColonGPT]

nikhilroxtomar /TGANet

TGANet: Text-guided attention for improved polyp segmentation [Early Accepted & Student Travel Award at MICCAI 2022]

weijun-arc /SANet

Codes for MICCAI2021 paper "Shallow Attention Network for Polyp Segmentation"

ai4colonoscopy /PraNet-V2

PraNet-V2: Upgrading PraNet from binary (V1) to multi-class (V2) segmentation . Support both Jittor & PyTorch DL frameworks.

DebeshJha /ResUNetplusplus-PyTorch-

PyTorch 对 ResUNet++ 的医学图像分割实现

DebeshJha /NanoNet

NanoNet：实时医学图像分割架构（IEEE CBMS）的官方实现。

DebeshJha /PolypGen

A multi-centre polyp detection and segmentation dataset for generalisability assessment https://www.nature.com/articles/s41597-023-01981-y

zh320 /medical-segmentation-pytorch

PyTorch implementation of medical semantic segmentations models, e.g. UNet, UNet++, DUCKNet, ResUNet, ResUNet++, and support knowledge distillation, distributed training, Optuna etc.

nikhilroxtomar /TransResUNet

TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation

DebeshJha /TransNetR

Official implementation of TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing (MIDL 2022)

Huster-Hq /MonoBox

[AAAI 2025] MonoBox: Tightness-free Box-supervised Polyp Segmentation using Monotonicity Constraint

DebeshJha /PVTFormer

Liver segmentation using Deep Learning on LiTS 2017 Dataset

DebeshJha /Kvasir-SEG

Kvasir-SEG: A Segmented Polyp Dataset

lofrienger /S2ME

S2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp Segmentation (MICCAI 2023)