taojlu / awesome-polyp-segmentation

Awesome-Polyp-Segmentation

Will collect polyp segmentastion models.

Awesome List for Polyp Segmentation

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: 23/04/2023 >

1. Content

• Awesome List for Polyp Segmentation
  • 1. Content
  • 2. Paper List

    • 2.1. Datasets & Benchmarks

      • 2.1.1. Image-level Polyp
      • 2.1.2. Video-level Polyp

    • 2.2. Fully-supervised Polyp Segmentation

      • 2.2.1. YEAR 2023
      • 2.2.2. YEAR 2022
      • 2.2.3. YEAR 2021
      • 2.2.4. Before YEAR 2020

    • 2.3. Semi-/Weakly-supervised Polyp Segmentation

      • 2.3.1. Semi-supervised
      • 2.3.2. Weakly-supervised

    • 2.4. Video Polyp Segmentation

2. Paper List

2.1. Datasets & Benchmarks

2.1.1. Image-level polyp segmentation

Dataset Name	Year	Publication	Links
ETIS-LaribPolypDB	2014	IJCARS	Paper
CVC-ColonDB	2015	PR	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

2.1.2. Video-level polyp segmentation

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

2.2. Polyp Segmentation

2.2.1. YEAR 2023

Year	Model	Publication	Title	Links
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	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	CompBioMed	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	CompBioMed	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

2.2.2. YEAR 2022

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
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 Workshop	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	CompBioMed	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	CompBioMed	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	CBM	Attention based multi-scale parallel network for polyp segmentation Pengfei Song, Jinjiang Li, Hui Fan	Paper/Code
2022	PolypSeg+	IEEE TC	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	CBM	DBMF: Dual Branch Multiscale Feature Fusion Network for polyp segmentation Fangjin Liu, Zhen Hua, Jinjiang Li, Linwei Fan	Paper/Code
2022	ACENet	CBM	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

2.2.3. YEAR 2021

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	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
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	CBM	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

2.2.4. Before YEAR 2021

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

2.3. Video Polyp Segmentation

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