Will collect polyp segmentastion models.
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< Last updated: 23/04/2023 >
| Dataset Name | Year | Publication | Links |
|---|---|---|---|
| CVCClinicDB | 2015 | CMIG | Paper |
| CVC-ColonDB | 2015 | CMIG | Paper |
| Kvasir | 2015 | CMIG | Paper |
| Dataset Name | Year | Publication | Links |
|---|---|---|---|
| CVCClinicDB | 2015 | CMIG | Paper |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2023 | CFA-Net | PR | Cross-level Feature Aggregation Network for Polyp Segmentation Tao Zhou, Yi Zhou, Kelei He, Chen Gong, Jian Yang, Huazhu Fu, Dinggang Shen |
Paper/Code/Seg-Maps |
| 2023 | CASCADE | WACV | Medical Image Segmentation via Cascaded Attention Decoding Md Mostafijur Rahman, Radu Marculescu |
Paper/Code/Seg-Maps |
| 2023 | TransNetR | MIDL | TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing Debesh Jha, Nikhil Kumar Tomar, Vanshali Sharma, Ulas Bagci |
Paper/Code/Seg-Maps |
| 2023 | ESFPNet | Medical Imaging 2023: Biomedical Applications in Molecular, Structural, and Functional Imaging | ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Qi Chang, Danish Ahmad, Jennifer Toth, Rebecca Bascom, William E. Higgins |
Paper/Code/Seg-Maps |
| 2023 | FCB-SwinV2 Transformer | Arxiv | FCB-SwinV2 Transformer for Polyp Segmentation Kerr Fitzgerald, Bogdan Matuszewski |
Paper/Code/Seg-Maps |
| 2023 | Polyp-SAM | Arxiv | Polyp-SAM: Transfer SAM for Polyp Segmentation Yuheng Li, Mingzhe Hu, Xiaofeng Yang |
Paper/Code/Seg-Maps |
| 2023 | LAPFormer | Arxiv | LAPFormer: A Light and Accurate Polyp Segmentation Transformer *Mai Nguyen, Tung Thanh Bui, Quan Van Nguyen, Thanh Tung Nguyen, Toan Van Pham * |
Paper/Code/Seg-Maps |
| 2023 | Fu-TransHNet | Arxiv | Cooperation Learning Enhanced Colonic Polyp Segmentation Based on TransformerCNN Fusion Yuanyuan Wang, Zhaohong Deng,Qiongdan Lou, Shudong Hu, Kup-sze Choi, Shitong Wang |
Paper/Code/Seg-Maps |
| 2023 | PEFNet | MMM | PEFNet: Positional Embedding Feature for Polyp Segmentation Trong-Hieu Nguyen-Mau, Quoc-Huy Trinh, Nhat-Tan Bui, Phuoc-Thao Vo Thi, Minh-Van Nguyen, Xuan-Nam Cao, Minh-Triet Tran, Hai-Dang Nguyen |
Paper/Code/Seg-Maps |
| 2023 | APCNet | TIM | Attention-Guided Pyramid Context Network for Polyp Segmentation in Colonoscopy Images Guanghui Yue,Siying Li, Runmin Cong, Tianwei Zhou, Baiying Lei, Tianfu Wang |
Paper/Code/Seg-Maps |
| 2023 | unnamed | Neurocomputingg | Accurate polyp segmentation through enhancing feature fusion and boosting boundary performanc Yanzhou Su, Jian Cheng, Chuqiao Zhong, Chengzhi Jiang, Jin Ye, Junjun He |
Paper/Code/Seg-Maps |
| 2023 | FeDNet | BSPC | FeDNet: Feature Decoupled Network for polyp segmentation from endoscopy images Yanzhou Su, Jian Cheng, Chuqiao Zhong, Yijie Zhang, Jin Ye, Junjun He, Jun Liu |
Paper/Code/Seg-Maps |
| 2023 | HarDNet-CPS | BSPC | HarDNet-CPS: Colorectal polyp segmentation based on Harmonic Densely United Network Tong Yu, Qingxiang Wu |
Paper/Code/Seg-Maps |
| 2023 | RA-DENet | CompBioMed | RA-DENet: Reverse Attention and Distractions Elimination Network for polyp segmentation Kaiqi Wang, Li Liu, Xiaodong Fu, Lijun Liu, Wei Peng |
Paper/Code/Seg-Maps |
| 2023 | PPNet | CompBioMed | PPNet: Pyramid pooling based network for polyp segmentation Keli Hu, Wenping Chen, YuanZe Sun, Xiaozhao Hu, Qianwei Zhou, Zirui Zheng |
Paper/Code/Seg-Maps |
| 2023 | EMTS-Net | JBHI | An Efficient Multi-Task Synergetic Network for Polyp Segmentation and Classification Miao Wang, Xingwei An, Zhengcun Pei, Ning Li, Li Zhang, Gang Liu and Dong Ming |
Paper/Code/Seg-Maps |
| 2023 | unnamed | ICASSP | Semantic Memory Guided Image Representation for Polyp Segmentation Zijin Yin, Runpu Wei, Kongming Liang , Yiyang Lin, Wei Liu, Zhanyu Ma, Min Min, Jun Guo |
Paper/Code/Seg-Maps |
| 2023 | DilatedSegNet | MMM | DilatedSegNet: A Deep Dilated Segmentation Network for Polyp Segmentation Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci |
Paper/Code/Seg-Maps |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2022 | BSCA-Net | PR | BSCA-Net: Bit Slicing Context Attention Network for Polyp Segmentation Yi Lin, Jichun Wu, Guobao Xiao, Junwen Guo, Geng Chen, Jiayi Ma |
Paper/Code/Seg-Maps |
| 2022 | TRFRNet(UDA) | MICCAI | Task-Relevant Feature Replenishment for Cross-Centre Polyp Segmentation Yutian Shen, Ye Lu, Xiao Jia, Fan Bai, Max Q.-H. Meng |
Paper/Code/Seg-Maps |
| 2022 | TGANet | MICCAI | TGANet: Text-guided attention for improved polyp segmentation Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci, Sharib Ali |
Paper/Code/Seg-Maps |
| 2022 | LDNet | MICCAI | Lesion-Aware Dynamic Kernel for Polyp Segmentation Ruifei Zhang, Peiwen Lai, Xiang Wan, De-Jun Fan, Feng Gao, Xiao-Jian Wu, Guanbin Li |
Paper/Code/Seg-Maps |
| 2022 | SSFormer | MICCAI | Stepwise Feature Fusion: Local Guides Global Jinfeng Wang, Qiming Huang, Feilong Tang, Jia Meng, Jionglong Su, Sifan Song |
Paper/Code/Seg-Maps |
| 2022 | BoxPolyp | MICCAI | BoxPolyp: Boost Generalized Polyp Segmentation Using Extra Coarse Bounding Box Annotations Jun Wei, Yiwen Hu, Guanbin Li, Shuguang Cui, S. Kevin Zhou, Zhen Li |
Paper/Code/Seg-Maps |
| 2022 | PPFormer | MICCAI | Using Guided Self-Attention with Local Information for Polyp Segmentation *Linghan Cai, Meijing Wu, Lijiang Chen, Wenpei Bai, Min Yang, Shuchang Lyu, Qi Zhao * |
Paper/Code/Seg-Maps |
| 2022 | SSTAN(Semi-Supervised) | MICCAI | Semi-supervised Spatial Temporal Attention Network for Video Polyp Segmentation Xinkai Zhao1, Zhenhua Wu, Shuangyi Tan, De-Jun Fan, Zhen Li, Xiang Wan, Guanbin Li |
Paper/Code/Seg-Maps |
| 2022 | MSRF-Net | JBHI | MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation Abhishek Srivastava, Debesh Jha, Sukalpa Chanda, Umapada Pal, Håvard D. Johansen, Dag Johansen, Michael A. Riegler, Sharib Ali, Pål Halvorsen |
Paper/Code/Seg-Maps |
| 2022 | BCNet | JBHI | Boundary Constraint Network With Cross Layer Feature Integration for Polyp Segmentation Guanghui Yue, Wanwan Han, Bin Jiang, Tianwei Zhou, Runmin Cong, Tianfu Wang |
Paper/Code/Seg-Maps |
| 2022 | DCRNet | ISBI | Duplex contextual relation network for polyp segmentation Zijin Yin, Kongming Liang, Zhanyu Ma, Jun Guo |
Paper/Code/Seg-Maps |
| 2022 | FCBFormer | MIUA | FCN-Transformer Feature Fusion for Polyp Segmentation Edward Sanderson, Bogdan J. Matuszewski |
Paper/Code/Seg-Maps |
| 2022 | ColonFormer | Access | ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation Nguyen Thanh Duc, Nguyen Thi Oanh, Nguyen Thi Thuy, Tran Minh Triet, Dinh Viet Sang |
Paper/Code/Seg-Maps |
| 2022 | BDG-Net | Medical Imaging 2022: Image Processing | BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Zihuan Qiu, Zhichuan Wang, Miaomiao Zhang, Ziyong Xu, Jie Fan, Linfeng Xu |
Paper/Code/Seg-Maps |
| 2022 | HarDNet-DFUS | Arxiv | HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Ting-Yu Liao, Ching-Hui Yang, Yu-Wen Lo, Kuan-Ying Lai, Po-Huai Shen, Youn-Long Lin |
Paper/Code/Seg-Maps |
| 2022 | DuAT | Arxiv | DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Feilong Tang, Qiming Huang, Jinfeng Wang, Xianxu Hou, Jionglong Su, Jingxin Liu |
Paper/Code/Seg-Maps |
| 2022 | SEP | Arxiv | Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation Lei Zhou |
Paper/Code/Seg-Maps |
| 2022 | TC-Net | BIBM | Temporal Correlation Network for Video Polyp Segmentation Ziheng Xu, Dehui Qiu, Senlin Lin, Xinyue Zhang, Sheng Shi, Shengtao Zhu, Fa Zhang, Xiaohua Wan |
Paper/Code/Seg-Maps |
| 2022 | TransMixer | BIBM | TransMixer: A Hybrid Transformer and CNN Architecture for Polyp Segmentation Yanglin Huang, Donghui Tan, Yuan Zhang, Xuanya Li, Kai Hu |
Paper/Code/Seg-Maps |
| 2022 | ICBNet | BIBM | ICBNet: Iterative Context-Boundary Feedback Network for Polyp Segmentation Yefan Xiao, Zhihao Chen, Liang Wan, Lequan Yu, Lei Zhu |
Paper/Code/Seg-Maps |
| 2022 | CLD-Net | BIBM | CLD-Net: Complement Local Detail For Medical Small-Object Segmentation Rui Chen, Xiangfeng Wang, Bo Jin, Jiaqi Tu, Fengping Zhu, Yuxin Li |
Paper/Code/Seg-Maps |
| 2022 | TASNet | BIBM | Single-Modality Endoscopic Polyp Segmentation via Random Color Reversal Synthesis and Two-Branched Learning Mingzhu Chen, Xiaotong Li, Jilan Xu, Runtian Yuan, Yuejie Zhang, Rui Feng, Tao Zhang, Shang Gao |
Paper/Code/Seg-Maps |
| 2022 | unnamed | PRCV | Boundary-Aware Polyp Segmentation Network Lu Lu, Xitong Zhou, Shuhan Chen, Zuyu Chen, Jinhao Yu, Haonan Tang, Xuelong Hu |
Paper/Code/Seg-Maps |
| 2022 | FuzzyNet | NeurIPS Workshop | FuzzyNet: A Fuzzy Attention Module for Polyp Segmentation Krushi Patel, Fenjun Li, Guanghui Wang |
Paper/Code/Seg-Maps |
| 2022 | SwinPA-Net | TNNLS | SwinPA-Net: Swin Transformer-Based Multiscale Feature Pyramid Aggregation Network for Medical Image Segmentation Hao Du, Jiazheng Wang, Min Liu, Yaonan Wang, Erik Meijering |
Paper/Code/Seg-Maps |
| 2022 | HSNet | CompBioMed | HSNet: A hybrid semantic network for polyp segmentation Wenchao Zhang, Chong Fu, Yu Zheng, Fangyuan Zhang, Yanli Zhao, Chiu-Wing Sham |
Paper/Code/Seg-Maps |
| 2022 | MSRAformer | CompBioMed | MSRAformer: Multiscale spatial reverse attention network for polyp segmentation Cong Wu, Cheng Long, Shijun Li, Junjie Yang, Fagang Jiang, Ran Zhou |
Paper/Code/Seg-Maps |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2021 | MSNet | MICCAI | Automatic Polyp Segmentation via Multi-scale Subtraction Network Xiaoqi Zhao, Lihe Zhang, Huchuan Lu |
Paper/Code/Seg-Maps |
| 2021 | CCBANet | MICCAI | CCBANet: Cascading Context and Balancing Attention for Polyp Segmentation Tan-Cong Nguyen, Tien-Phat Nguyen, Gia-Han Diep, Anh-Huy Tran-Dinh, Tam V. Nguyen, Minh-Triet Tran |
Paper/Code/Seg-Maps |
| 2021 | HRENet | MICCAI | HRENet: A Hard Region Enhancement Network for Polyp Segmentation *Yutian Shen, Xiao Jia, Max Q.-H. Meng |
Paper/Code/Seg-Maps |
| 2021 | PNS-Net | MICCAI | Progressively Normalized Self-Attention Network for Video Polyp Segmentation *Ge-Peng Ji, Yu-Cheng Chou, Deng-Ping Fan, Geng Chen, Huazhu Fu, Debesh Jha, Ling Shao |
Paper/Code/Seg-Maps |
| 2021 | LOD-Net | MICCAI | Learnable Oriented-Derivative Network for Polyp Segmentation Mengjun Cheng, Zishang Kong, Guoli Song, Yonghong Tian, Yongsheng Liang, Jie Chen |
Paper/Code/Seg-Maps |
| 2021 | STFT | MICCAI | Multi-frame Collaboration for Effective Endoscopic Video Polyp Detection via Spatial-Temporal Feature Transformation Lingyun Wu, Zhiqiang Hu, Yuanfeng Ji, Ping Luo, Shaoting Zhang |
Paper/Code/Seg-Maps |
| 2021 | SANet | MICCAI | Shallow Attention Network for Polyp Segmentation Jun Wei, Yiwen Hu, Ruimao Zhang, Zhen Li, S. Kevin Zhou, Shuguang Cui |
Paper/Code/Seg-Maps |
| 2021 | TransFuse | MICCAI | TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang, Huiye Liu, Qiang Hu |
Paper/Code/Seg-Maps |
| 2021 | MPA-DA(UDA) | JBHI | Mutual-Prototype Adaptation for Cross-Domain Polyp Segmentation Chen Yang, Xiaoqing Guo, Meilu Zhu, Bulat Ibragimov, Yixuan Yuan |
Paper/Code/Seg-Maps |
| 2021 | ResUNet++ + TTA + CRF | JBHI | A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Debesh Jha, Pia H. Smedsrud, Dag Johansen, Thomas de Lange, Havard D. Johansen, Pal Halvorsen, and Michael A. Riegler |
Paper/Code/Seg-Maps |
| 2021 | C2FNet | IJCAI | Context-aware Cross-level Fusion Network for Camouflaged Object Detection Yujia Sun, Geng Chen, Tao Zhou, Yi Zhang, Nian Liu |
Paper/Code/Seg-Maps |
| 2021 | UACANet | ACM MM | UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Taehun Kim, Hyemin Lee, Daijin Kim |
Paper/Code/Seg-Maps |
| 2021 | Polyp-PVT | CAAI AIR | Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Bo Dong, Wenhai Wang, Deng-Ping Fan, Jinpeng Li, Huazhu Fu, Ling Shao |
Paper/Code/Seg-Maps |
| 2021 | A-DenseUNet | Sensors | A-DenseUNet: Adaptive Densely Connected UNet for Polyp Segmentation in Colonoscopy Images with Atrous Convolution Safarov SIrojbek |
Paper/Code/Seg-Maps |
| 2021 | FANet | TNNLS | FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Nikhil Kumar Tomar, Debesh Jha, Michael A. Riegler, Håvard D. Johansen, Dag Johansen, Jens Rittscher, Pål Halvorsen, Sharib Ali |
Paper/Code/Seg-Maps |
| 2021 | EU-Net | CRV | Enhanced U-Net: A Feature Enhancement Network for Polyp Segmentation Krushi Patel, Andres M. Bur, Guanghui Wang |
Paper/Code/Seg-Maps |
| 2021 | HarDNet-MSEG | Arxiv | HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS Chien-Hsiang Huang, Hung-Yu Wu, Youn-Long Lin |
Paper/Code/Seg-Maps |
| 2021 | CaraNet | Arxiv | CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Ange Lou, Shuyue Guan, Hanseok Ko, Murray Loew |
Paper/Code/Seg-Maps |
| 2021 | GMSRF-Net | Arxiv | GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation Abhishek Srivastava, Sukalpa Chanda, Debesh Jha, Umapada Pal, Sharib Ali |
Paper/Code/Seg-Maps |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2020 | PraNet | MICCAI | PraNet: Parallel Reverse Attention Network for Polyp Segmentation Deng-Ping Fan, Ge-Peng Ji, Tao Zhou, Geng Chen, Huazhu Fu, Jianbing Shen, Ling Shao |
Paper/Code/Seg-Maps |
| 2020 | ACSNet | MICCAI | Adaptive Context Selection for Polyp Segmentation Ruifei Zhang, Guanbin Li, Zhen Li, Shuguang Cui, Dahong Qian, Yizhou Yu |
Paper/Code/Seg-Maps |
| 2020 | PolypSeg | MICCAI | PolypSeg: An Efficient Context-Aware Network for Polyp Segmentation from Colonoscopy Videos Jiafu Zhong, Wei Wang, Huisi Wu, Zhenkun Wen, Jing Qin |
Paper/Code/Seg-Maps |
| 2020 | ThresholdNet | TMI | Learn to Threshold: ThresholdNet With Confidence-Guided Manifold Mixup for Polyp Segmentation Xiaoqing Guo, Chen Yang, Yajie Liu, Yixuan Yuan |
Paper/Code/Seg-Maps |
| 2019 | ResUNet++ | ISM | ResUNet++: An Advanced Architecture for Medical Image Segmentation Debesh Jha, Pia H. Smedsrud, Michael A. Riegler, Dag Johansen, Thomas de Lange, Pal Halvorsen, Havard D. Johansen |
Paper/Code/Seg-Maps |
| 2019 | SFA | MICCAI | Selective Feature Aggregation Network with Area-Boundary Constraints for Polyp Segmentation Yuqi Fang, Cheng Chen, Yixuan Yuan, Kai-yu Tong |
Paper/Code/Seg-Maps |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2023 | ESFPNet | Medical Imaging 2023: Biomedical Applications in Molecular, Structural, and Functional Imaging | ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Qi Chang, Danish Ahmad, Jennifer Toth, Rebecca Bascom, William E. Higgins |
Paper/Code/Seg-Maps |
| 2020 | PraNet | MICCAI | PraNet: Parallel Reverse Attention Network for Polyp Segmentation Deng-Ping Fan, Ge-Peng Ji, Tao Zhou, Geng Chen, Huazhu Fu, Jianbing Shen, Ling Shao |
Paper/Code |