Will collect polyp segmentastion models.
This awesome list is under construction. If you have anything to recommend or any suggestions, please feel free to contact us via e-mail (taozhou.ai@gmail) or directly push a PR.
< Last updated: 25/06/2024 >
Awesome List for Polyp Segmentation
| Dataset Name | Year | Publication | Links |
|---|---|---|---|
| ETIS-LaribPolypDB | 2014 | IJCARS | Paper |
| CVC-ColonDB | 2015 | TMI | Paper |
| CVC-ClinicDB | 2015 | CMIG | Paper |
| Kvasir | 2017 | ACM | Paper |
| CVC-300 | 2017 | JHE | Paper |
| CVC-EndoSceneStill | 2017 | JHE | Paper |
| Kvasir-SEG | 2020 | MMM | Paper |
| PICCOLO | 2020 | AS | Paper |
| PolypGen | 2021 | SCI DATA | Paper |
| Dataset Name | Year | Publication | Links |
|---|---|---|---|
| ASU-Mayo Clinic Colonoscopy Video | 2016 | TMI | Paper |
| CVC-ClinicVideoDB | 2017 | CMIG | Paper |
| LDPolypVideo | 2021 | MICCAI | Paper |
| Kvasir-capsule | 2021 | Sci Data | Paper |
| SUN-SEG | 2022 | MIR | Paper |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2024 | EffiSegNet | Arxiv | EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder Ioannis A. Vezakis; Konstantinos Georgas; Dimitrios Fotiadis; George K. Matsopoulos |
Paper/Code |
| 2024 | MBDA-Net | BSPC | MBDA-Net: Multi-source boundary-aware prototype alignment domain adaptation for polyp segmentation Jiawei Yan; Hongqing Zhu; Tong Hou; Ning Chen; Weiping Lu; Ying Wang; Bingcang Huang |
Paper/Code |
| 2024 | PCMT | ESWA | A novel Parallel Cooperative Mean-Teacher framework (PCMT) combined with prediction uncertainty guide and class contrastive learning for semi-supervised polyp segmentation Yang Xia; Haijiao Yun; Peiyu Liu; Mingjing Li |
Paper/Code |
| 2024 | dHBLSN | KBS | dHBLSN: A diligent hierarchical broad learning system network for cogent polyp segmentation Debapriya Banik; Kaushiki Roy; Ondrej Krejcar; Debotosh Bhattacharjee |
Paper/Code |
| 2024 | DHAFormer | PONE | DHAFormer: Dual-channel hybrid attention network with transformer for polyp segmentation Xuejie Huang; Liejun Wang; Shaochen Jiang; Lianghui Xu |
Paper/Code |
| 2024 | LGRNet | Arxiv | LGRNet: Local-Global Reciprocal Network for Uterine Fibroid Segmentation in Ultrasound Videos Huihui Xu; Yijun Yang; Angelica I Aviles-Rivero; Guang Yang; Jing Qin; Lei Zhu |
Paper/Code |
| 2024 | PGCF | BSPC | Progressive Group Convolution Fusion network for colon polyp segmentation Zexuan Ji; Hao Qian; Xiao Ma |
Paper/Code |
| 2024 | ControlPolypNet | CVPR | ControlPolypNet: Towards Controlled Colon Polyp Synthesis for Improved Polyp Segmentation Vanshali Sharma; Abhishek Kumar; Debesh Jha; M.K. Bhuyan; Pradip K. Das; Ulas Bagci |
Paper/Code |
| 2024 | unnamed | BMEL | Cross-domain additive learning of new knowledge rather than replacement Jiahao Liu; Ge Jiao |
Paper/Code |
| 2024 | PP-SAM | Arxiv | PP-SAM: Perturbed Prompts for Robust Adaptation of Segment Anything Model for Polyp Segmentation Mostafijur Rahman, Md ; Munir, Mustafa ; Jha, Debesh ; Bagci, Ulas ; Marculescu, Radu |
Paper/Code |
| 2024 | PFMNet | CMIG | PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation Runze Wang; Guoyan Zheng |
Paper/Code |
| 2024 | LightCF-Net | Bioengineering | LightCF-Net: A Lightweight Long-Range Context Fusion Network for Real-Time Polyp Segmentation Zhanlin Ji;Xiaoyu Li; Jianuo Liu; Rui Chen; Qinping Liao; Tao Lyu; Li Zhao |
Paper/Code |
| 2024 | IECFNet | SR | Polyp segmentation based on implicit edge-guided cross-layer fusion networks Junqing Liu; Weiwei Zhang; Yong Liu; Qinghe Zhang |
Paper/Code |
| 2024 | PolypInpainter | ISBI | Generalize Polyp Segmentation via Inpainting across Diverse Backgrounds and Pseudo-Mask Refinement Jiajian Ma; Fangqi Lu; Silin Huang; Song Wu; Zhen Li |
Paper/Code |
| 2024 | CIFFormer | Processes | Improving Polyp Segmentation with Boundary-Assisted Guidance and Cross-Scale Interaction Fusion Transformer Network Lincen Jiang; Yan Hui; Yuan Fei; Yimu Ji; Tao Zeng |
Paper/Code |
| 2024 | ICBNet | CIBM | Iterative feedback-based models for image and video polyp segmentation Liang Wan; Zhihao Chen; Yefan Xiao; Junting Zhao; Wei Feng; Huazhu Fu |
Paper/Code |
| 2024 | NPD-Net | PR | A novel non-pretrained deep supervision network for polyp segmentation Zhenni Yu; Li Zhao; Tangfei Liao; Xiaoqin Zhang; Geng Chen; Guobao Xiao |
Paper/Code |
| 2024 | BMFA-Net | Appl.Sci | BMFA-Net: Boundary Constraint Multi-Level Feature Aggregation Framework for Precise Polyp Segmentation Qin Li;Tianchi Zhang; Parvej Md Mosharaf; Jing Zhang |
Paper/Code |
| 2024 | Polyper | AAAI | Polyper: Boundary Sensitive Polyp Segmentation Xuguang Cao; Kefeng Fan; Huilin Ma |
Paper/Code |
| 2024 | CTNet | IEEE TCYB | CTNet: Contrastive Transformer Network for Polyp Segmentation Bin Xiao; Jinwu Hu; Weisheng Li; Chi-Man Pun; Xiuli Bi |
Paper/Code |
| 2024 | unnamed | Arxiv | Annotation-Efficient Polyp Segmentation via Active Learning Duojun Huang; Xinyu Xiong; De-Jun Fan; Feng Gao; Xiao-Jian Wu; Guanbin Li |
Paper/Code |
| 2024 | EfficientPolypSeg | BSPC | EfficientPolypSeg: Efficient Polyp Segmentation in colonoscopy images using EfficientNet-B5 with dilated blocks and attention mechanisms Lijin P; Mohib Ullah; Anuja Vats; F.A. Cheikh; Santhosh Kumar G.; Madhu S. Nair |
Paper/Code |
| 2024 | RSAFormer | CIBM | RSAFormer: A method of polyp segmentation with region self-attention transformer Xuehui Yin, Jun Zeng, Tianxiao Hou, Chao Tang, Chenquan Gan, Deepak Kumar Jain, Salvador García |
Paper/Code |
| 2024 | FoBS | IEEE TCSVT | The Devil Is in the Boundary: Boundary-enhanced Polyp Segmentation Zhizhe Liu; Shuai Zheng; Xiaoyi Sun; Zhenfeng Zhu; Yawei Zhao; Xuebing Yang; Yao Zhao |
Paper/Code |
| 2024 | CAAP-Net | IEEE TAI | CAAP-Net: Context Aware Automatic Polyp Segmentation Network with Mask Attention Praveer Saxena; Ashish Kumar Bhandari |
Paper/Code |
| 2024 | MVOA-Net | ESWA | Multi-view orientational attention network combining point-based affinity for polyp segmentation Yan Liu; Yan Yang; Yongquan Jiang; Zhuyang Xie |
Paper/Code |
| 2024 | BRNet | IEEE SPL | Boundary Refinement Network for Colorectal Polyp Segmentation in Colonoscopy Images Guanghui Yue; Yuanyan Li; Wenchao Jiang; Wei Zhou; Tianwei Zhou |
Paper/Code |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2023 | ADSNet | BMVC | ADSNet: Adaptation of Distinct Semantic for Uncertain Areas in Polyp Segmentation Quang-Vinh Nguyen; Van-Thong Huynh; Soo-Hyung Kim |
Paper/Code |
| 2023 | CoInNet | TMI | CoInNet: A Convolution-Involution Network With a Novel Statistical Attention for Automatic Polyp Segmentation Samir Jain; Rohan Atale; Anubhav Gupta; Utkarsh Mishra; Ayan Seal; Aparajita Ojha; Joanna Jaworek-Korjakowska |
Paper/Code |
| 2023 | RFPA | MICCAI | Revisiting Feature Propagation and Aggregation in Polyp Segmentation Yanzhou Su, Yiqing Shen, Jin Ye, Junjun He, Jian Cheng |
Paper/Code |
| 2023 | FSFM | ISBI | An Accurate Polyp Segmentation Framework via Feature Secondary Fusion Yanzhou Su; Qingsong Xie; Jin Ye; Junjun He; Jian Cheng |
Paper/Code |
| 2023 | RTA-Seg | ISBI | Go To The Right: A Real-Time and Accurate Polyp Segmentation Model for Practical Use Yanzhou Su; Changjian Deng; Zhongying Deng; Jin Ye; Junjun He; Jian Cheng |
Paper/Code |
| 2023 | M2SNet | Arxiv | M2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation Xiaoqi Zhao, Hongpeng Jia, Youwei Pang, Long Lv, Feng Tian, Lihe Zhang, Weibing Sun, Huchuan Lu |
Paper/Code |
| 2023 | MMFIL-Net | Displays | MMFIL-Net: Multi-level and multi-source feature interactive lightweight network for polyp segmentation Zaka-Ud-Din Muhammad, Usman Muhammad, Zhangjin Huang, Naijie Gu |
Paper/Code |
| 2023 | BUNet | Neural Networks | Boundary uncertainty aware network for automated polyp segmentation Guanghui Yue, Guibin Zhuo , Weiqing Yan, Tianwei Zhou, Chang Tang, Peng Yang, Tianfu Wang |
Paper/Code |
| 2023 | CoAM-Net | Applied Intelligence | CoAM-Net: coordinate asymmetric multi-scale fusion strategy for polyp segmentation Yuanyuan Wang, Weimin Yuan & Xiangzhi Bai |
Paper/Code |
| 2023 | CSwinDoubleU-Net | BSPC | CSwinDoubleU-Net: A double U-shaped network combined with convolution and Swin Transformer for colorectal polyp segmentation Yuanjie Lin, Xiaoxiang Han, Keyan Chen, Weikun Zhang, Qiaohong Liu |
Paper/Code |
| 2023 | DAMFormer | ICONIP | DAMFormer: Enhancing Polyp Segmentation Through Dual Attention Mechanism Huy Trinh Quang, Mai Nguyen, Quan Nguyen Van, Linh Doan Bao, Thanh Dang Hong, Thanh Nguyen Tung & Toan Pham Van |
Paper/Code |
| 2023 | META-Unet | IEEE TASE | META-Unet: Multi-Scale Efficient Transformer Attention Unet for Fast and High-Accuracy Polyp Segmentation Huisi Wu; Zebin Zhao; Zhaoze Wang |
Paper/Code |
| 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 |
| 2023 | SAM-polyp | Arxiv | Can SAM Segment Polyps? Tao Zhou, Yi Zhou, Kelei He, Chen Gong, Jian Yang, Huazhu Fu, Dinggang Shen |
Paper/Code |
| 2023 | CASCADE | WACV | Medical Image Segmentation via Cascaded Attention Decoding Md Mostafijur Rahman, Radu Marculescu |
Paper/Code |
| 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 |
| 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 |
| 2023 | FCB-SwinV2 Transformer | Arxiv | FCB-SwinV2 Transformer for Polyp Segmentation Kerr Fitzgerald, Bogdan Matuszewski |
Paper/Code |
| 2023 | Polyp-SAM | Arxiv | Polyp-SAM: Transfer SAM for Polyp Segmentation Yuheng Li, Mingzhe Hu, Xiaofeng Yang |
Paper/Code |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 2023 | HarDNet-CPS | BSPC | HarDNet-CPS: Colorectal polyp segmentation based on Harmonic Densely United Network Tong Yu, Qingxiang Wu |
Paper/Code |
| 2023 | RA-DENet | CIBM | RA-DENet: Reverse Attention and Distractions Elimination Network for polyp segmentation Kaiqi Wang, Li Liu, Xiaodong Fu, Lijun Liu, Wei Peng |
Paper/Code |
| 2023 | PPNet | CIBM | PPNet: Pyramid pooling based network for polyp segmentation Keli Hu, Wenping Chen, YuanZe Sun, Xiaozhao Hu, Qianwei Zhou, Zirui Zheng |
Paper/Code |
| 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 |
| 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 |
| 2023 | DilatedSegNet | MMM | DilatedSegNet: A Deep Dilated Segmentation Network for Polyp Segmentation Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci |
Paper/Code |
| 2023 | CAFE-Net | Expert Syst. Appl. | CAFE-Net: Cross-Attention and Feature Exploration Network for polyp segmentation Guoqi Liu, Sheng Yao, Dong Liu, Baofang Chang , Zongyu Chen, Jiajia Wang, Jiangqi Wei |
Paper/Code |
| 2023 | MMS-Net | Eng Appl Artif Intell | Simple and robust depth-wise cascaded network for polyp segmentation Tariq M. Khan, Muhammad Arsalan, Imran Razzak, Erik Meijering |
Paper/Code |
| 2023 | CRCNet | Biomed Signal Process Contro | CRCNet: Global-local context and multi-modality cross attention for polyp segmentation Jianbo Zhu, Mingfeng Ge, Zhimin Chang, Wenfei Dong |
Paper/Code |
| 2023 | CoInNet | IEEE TMI | CoInNet: A Convolution-Involution Network with a Novel Statistical Attention for Automatic Polyp Segmentation Samir Jain; Rohan Atale; Anubhav Gupta; Utkarsh Mishra; Ayan Seal; Aparajita Ojha; Joanna Kuncewicz; Ondrej Krejcar |
Paper/Code |
| 2023 | PSNet | SR | Dual encoder–decoder-based deep polyp segmentation network for colonoscopy images John Lewis, Young-Jin Cha,Jongho Kim |
Paper/Code |
| 2023 | RT-Net | NPL | RT-Net: Region-Enhanced Attention Transformer Network for Polyp Segmentation Yilin Qin,Haiying Xia,Shuxiang Song |
Paper/Code |
| 2023 | BLE-Net | ACM MM | BLE-Net: boundary learning and enhancement network for polyp segmentation Na Ta, Haipeng Chen, Yingda Lyu & Taosuo Wu |
Paper/Code |
| 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; Dong Ming |
Paper/Code |
| 2023 | Polyp-Mixer | TCSVT | Polyp-Mixer: An Efficient Context-Aware MLP-Based Paradigm for Polyp Segmentation Jing-Hui Shi; Qing Zhang; Yu-Hao Tang; Zhong-Qun Zhang |
Paper/Code |
| 2023 | Conv-MLP | TVC | Polyp segmentation with convolutional MLP Yan Jin, Yibiao Hu, Zhiwei Jiang & Qiufu Zheng |
Paper/Code |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2022 | Polyp2Seg | LNCS | Polyp2Seg: Improved Polyp Segmentation with Vision Transformer Vittorino Mandujano-Cornejo;Javier A. Montoya-Zegarra |
Paper/Code |
| 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 |
| 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 |
| 2022 | TGANet | MICCAI | TGANet: Text-guided attention for improved polyp segmentation Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci, Sharib Ali |
Paper/Code |
| 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 |
| 2022 | SSFormer | MICCAI | Stepwise Feature Fusion: Local Guides Global Jinfeng Wang, Qiming Huang, Feilong Tang, Jia Meng, Jionglong Su, Sifan Song |
Paper/Code |
| 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 |
| 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 |
| 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 |
| 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 |
| 2022 | DCRNet | ISBI | Duplex contextual relation network for polyp segmentation Zijin Yin, Kongming Liang, Zhanyu Ma, Jun Guo |
Paper/Code |
| 2022 | FCBFormer | MIUA | FCN-Transformer Feature Fusion for Polyp Segmentation Edward Sanderson, Bogdan J. Matuszewski |
Paper/Code |
| 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 |
| 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 |
| 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 |
| 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 |
| 2022 | SEP | Arxiv | Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation Lei Zhou |
Paper/Code |
| 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 |
| 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 |
| 2022 | ICBNet | BIBM | ICBNet: Iterative Context-Boundary Feedback Network for Polyp Segmentation Yefan Xiao, Zhihao Chen, Liang Wan, Lequan Yu, Lei Zhu |
Paper/Code |
| 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 |
| 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 |
| 2022 | unnamed | PRCV | Boundary-Aware Polyp Segmentation Network Lu Lu, Xitong Zhou, Shuhan Chen, Zuyu Chen, Jinhao Yu, Haonan Tang, Xuelong Hu |
Paper/Code |
| 2022 | FuzzyNet | NeurIPS | FuzzyNet: A Fuzzy Attention Module for Polyp Segmentation Krushi Patel, Fenjun Li, Guanghui Wang |
Paper/Code |
| 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 |
| 2022 | HSNet | CIBM | HSNet: A hybrid semantic network for polyp segmentation Wenchao Zhang, Chong Fu, Yu Zheng, Fangyuan Zhang, Yanli Zhao, Chiu-Wing Sham |
Paper/Code |
| 2022 | MSRAformer | CIBM | MSRAformer: Multiscale spatial reverse attention network for polyp segmentation Cong Wu, Cheng Long, Shijun Li, Junjie Yang, Fagang Jiang, Ran Zhou |
Paper/Code |
| 2022 | SwinE-Net | JCR | SwinE-Net: hybrid deep learning approach to novel polyp segmentation using convolutional neural network and Swin Transformer Kyeong-Beom Park, Jae Yeol Lee |
Paper/Code |
| 2022 | AMNet | CIBM | Attention based multi-scale parallel network for polyp segmentation Pengfei Song, Jinjiang Li, Hui Fan |
Paper/Code |
| 2022 | PolypSeg+ | TCYB | PolypSeg+: A Lightweight Context-Aware Network for Real-Time Polyp Segmentation Huisi Wu; Zebin Zhao; Jiafu Zhong; Wei Wang; Zhenkun Wen; Jing Qin |
Paper/Code |
| 2022 | DBMF | CIBM | DBMF: Dual Branch Multiscale Feature Fusion Network for polyp segmentation Fangjin Liu, Zhen Hua, Jinjiang Li, Linwei Fan |
Paper/Code |
| 2022 | ACENet | CIBM | Adaptive Context Exploration Network for Polyp Segmentation in Colonoscopy Images Guanghui Yue, Siying Li, Tianwei Zhou, Miaohui Wang,Jingfeng Du,Qiuping Jiang,Wei Gao,Tianfu Wang,Jun Lv |
Paper/Code |
| 2022 | MIA-Net | KBS | MIA-Net: Multi-information aggregation network combining transformers and convolutional feature learning for polyp segmentation Weisheng Li, Yinghui Zhao, Feiyan Li, Linhong Wang |
Paper/Code |
| 2022 | FAPN | BSPC | FAPN: Feature Augmented Pyramid Network for polyp segmentation Yanzhou Su, Jian Cheng, Murong Yi, Haijun Liu |
Paper/Code |
| Year | Model | Publication | Title | Links |
|---|---|---|---|---|
| 2021 | MSNet | MICCAI | Automatic Polyp Segmentation via Multi-scale Subtraction Network Xiaoqi Zhao, Lihe Zhang, Huchuan Lu |
Paper/Code |
| 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 |
| 2021 | HRENet | MICCAI | HRENet: A Hard Region Enhancement Network for Polyp Segmentation *Yutian Shen, Xiao Jia, Max Q.-H. Meng |
Paper/Code |
| 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 |
| 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 |
| 2021 | SANet | MICCAI | Shallow Attention Network for Polyp Segmentation Jun Wei, Yiwen Hu, Ruimao Zhang, Zhen Li, S. Kevin Zhou, Shuguang Cui |
Paper/Code |
| 2021 | TransFuse | MICCAI | TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang, Huiye Liu, Qiang Hu |
Paper/Code |
| 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 |
| 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 |
| 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 |
| 2021 | UACANet | ACM MM | UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Taehun Kim, Hyemin Lee, Daijin Kim |
Paper/Code |
| 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 |
| 2021 | A-DenseUNet | Sensors | A-DenseUNet: Adaptive Densely Connected UNet for Polyp Segmentation in Colonoscopy Images with Atrous Convolution Safarov SIrojbek |
Paper/Code |
| 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 |
| 2021 | EU-Net | CRV | Enhanced U-Net: A Feature Enhancement Network for Polyp Segmentation Krushi Patel, Andres M. Bur, Guanghui Wang |
Paper/Code |
| 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 |
| 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 |
| 2021 | GMSRF-Net | ICPR | 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 |
| 2021 | DDANet | PR | DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation Nikhil Kumar Tomar, Debesh Jha, Sharib Ali, Håvard D. Johansen, Dag Johansen, Michael A. Riegler & Pål Halvorsen |
Paper/Code |
| 2021 | Focus U-Net | CIBM | Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy Michael Yeung, Evis Sala, Carola-Bibiane Schönlieb, Leonardo Rundo |
Paper/Code |
| 2021 | NeoUNet | AC | NeoUNet : Towards Accurate Colon Polyp Segmentation and Neoplasm Detection Phan Ngoc Lan, Nguyen Sy An, Dao Viet Hang, Dao Van Long, Tran Quang Trung, Nguyen Thi Thuy & Dinh Viet Sang |
Paper/Code |
| 2021 | unnamed | PR | Double Encoder-Decoder Networks for Gastrointestinal Polyp Segmentation Adrian Galdran, Gustavo Carneiro,Miguel A. González Ballester |
Paper/Code |
| 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 |
| 2020 | ACSNet | MICCAI | Adaptive Context Selection for Polyp Segmentation Ruifei Zhang, Guanbin Li, Zhen Li, Shuguang Cui, Dahong Qian, Yizhou Yu |
Paper/Code |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 2022 | PNS+ | MIR | Video Polyp Segmentation: A Deep Learning Perspective Ge-Peng Ji, Guobao Xiao, Yu-Cheng Chou, Deng-Ping Fan, Kai Zhao, Geng Chen & Luc Van Gool |
Paper/Code |
| 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 |
| 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 |
| 2021 | SCR-Net | Proceedings of the AAAI Conference on Artificial Intelligence | Precise Yet Efficient Semantic Calibration and Refinement in ConvNets for Real-time Polyp Segmentation from Colonoscopy Videos Huisi Wu,Jiafu Zhong,Wei Wang,Zhenkun Wen,Jing Qin |
Paper/Code |
| 2021 | NanoNet | CBMS | NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and Colonoscopy Debesh Jha; Nikhil Kumar Tomar; Sharib Ali; Michael A. Riegler; Håvard D. Johansen; Dag Johansen; Thomas de Lange; Pål Halvorsen |
Paper/Code |
| 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 |
| 2020 | MAT | IEEE TIP | MATNet: Motion-Attentive Transition Network for Zero-Shot Video Object Segmentation Tianfei Zhou; Jianwu Li; Shunzhou Wang;Ran Tao;Jianbing Shen |
Paper/Code |
| 2019 | COSNet | CVPR2019 | See More, Know More: Unsupervised Video Object Segmentation With Co-Attention Siamese Networks Xiankai Lu, Wenguan Wang, Chao Ma, Jianbing Shen, Ling Shao, Fatih Porikli |
Paper/Code |
We have collected segmentation results from some representative polyp segmentation models and evaluated the results based on the performance metrics of PraNet. You can download them through Google Drive.
Segmentation Maps: Google Drive