HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS

18 January 2021

Papers citing "HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS"

50 / 61 papers shown

Title
LGPS: A Lightweight GAN-Based Approach for Polyp Segmentation in Colonoscopy Images Fiseha B. Tesema Alejandro Guerra Manzanares Tianxiang Cui Qian Zhang Moses Solomon Sean He 59 0 0 24 Mar 2025
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends Jiaxin Mei Tao Zhou Kaiwen Huang Yizhe Zhang Yi Zhou Ye Wu Huazhu Fu 162 13 0 20 Jan 2025
An Enhanced Harmonic Densely Connected Hybrid Transformer Network Architecture for Chronic Wound Segmentation Utilising Multi-Colour Space Tensor Merging B. Cassidy Christian Mcbride Connah Kendrick N. Reeves Joseph M Pappachan ... Metib Alotaibi Abdullah Abdulaziz AlWabel Mohammad Alderwish Kuan-Ying Lai Moi Hoon Yap 45 1 0 04 Oct 2024
Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic Model Quang Vinh Nguyen Thanh Hoang Son Vo Sae-Ryung Kang Soo-Hyung Kim 33 0 0 02 Oct 2024
Polyp SAM 2: Advancing Zero shot Polyp Segmentation in Colorectal Cancer Detection Mobina Mansoori Sajjad Shahabodini J. Abouei Konstantinos N. Plataniotis Arash Mohammadi MedIm 48 5 0 12 Aug 2024
Polyp segmentation in colonoscopy images using DeepLabV3++ A. Muzahidul Islam Sadia Shakiba Bhuiyan Mysun Mashira Md. Rayhan Ahmed Salekul Islam Swakkhar Shatabda 59 2 0 27 Jul 2024
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation Xiaolu Kang Zhuoqi Ma Kang Liu Yunan Li Qiguang Miao 47 3 0 18 May 2024
MugenNet: A Novel Combined Convolution Neural Network and Transformer Network with its Application for Colonic Polyp Image Segmentation Chen Peng Zhiqin Qian Kunyu Wang Qi Luo Zhuming Bi Wenjun Zhang ViT MedIm 51 0 0 31 Mar 2024
Multi-Layer Dense Attention Decoder for Polyp Segmentation Krushi Patel Fengjun Li Guanghui Wang ViT MedIm 39 3 0 27 Mar 2024
COLON: The largest COlonoscopy LONg sequence public database Lina Ruiz Franklin Sierra-Jerez Jair Ruiz Fabio Martinez 16 1 0 01 Mar 2024
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey Zhenyu Wu Fengmao Lv Chenglizhao Chen Aimin Hao Shuo Li ELM 36 10 0 22 Jan 2024
Polyper: Boundary Sensitive Polyp Segmentation Hao Shao Yang Zhang Qibin Hou 21 10 0 14 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 26 9 0 16 Oct 2023
Multi-level feature fusion network combining attention mechanisms for polyp segmentation Junzhuo Liu Qiaosong Chen Ye Zhang Zihao Wang Deng Xin Jin Wang 28 20 0 19 Sep 2023
Edge-aware Feature Aggregation Network for Polyp Segmentation Tao Zhou Yizhe Zhang Geng Chen Yi Zhou Ye Wu Deng-Ping Fan 138 7 0 19 Sep 2023
Efficient Polyp Segmentation Via Integrity Learning Ziqiang Chen Kang Wang Yun Liu 25 1 0 15 Sep 2023
FLDNet: A Foreground-Aware Network for Polyp Segmentation Leveraging Long-Distance Dependencies Xuefeng Wei Xuan Zhou MedIm 30 0 0 12 Sep 2023
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation? Risab Biswas MedIm 33 22 0 12 Aug 2023
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges Debesh Jha Vanshali Sharma Debapriya Banik Debayan Bhattacharya K. Roy ... Sharib Ali Michael A. Riegler Pål Halvorsen Thomas de Lange Ulas Bagci 30 1 0 30 Jul 2023
Self-Supervised and Semi-Supervised Polyp Segmentation using Synthetic Data Enric Moreu Eric Arazo Kevin McGuinness Noel E. O'Connor 43 1 0 22 Jul 2023
Joint one-sided synthetic unpaired image translation and segmentation for colorectal cancer prevention Enric Moreu Eric Arazo Kevin McGuinness Noel E. O'Connor MedIm 42 2 0 20 Jul 2023
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation N. Thuan Nguyen Thi Oanh N. T. Thuy Stuart W. Perry D. V. Sang ViT MedIm 47 5 0 12 Jul 2023
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis Pham Vu Hung N. Manh Nguyen Thi Oanh N. T. Thuy D. V. Sang ViT MedIm 29 3 0 12 Jul 2023
SegT: A Novel Separated Edge-guidance Transformer Network for Polyp Segmentation Feiyu Chen Haiping Ma Weijia Zhang ViT MedIm 41 7 0 19 Jun 2023
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder Tal Shaharabany Aviad Dahan Raja Giryes Lior Wolf MedIm VLM 19 67 0 10 Jun 2023
TransRUPNet for Improved Polyp Segmentation Debesh Jha Nikhil Kumar Tomar Debayan Bhattacharya Ulas Bagci ViT MedIm 38 0 0 03 Jun 2023
Meta-Polyp: a baseline for efficient Polyp segmentation Quoc-Huy Trinh MedIm 21 18 0 13 May 2023
Diabetic Foot Ulcer Grand Challenge 2022 Summary Connah Kendrick B. Cassidy N. Reeves Joseph M Pappachan C. O'Shea Vishnu Chandrabalan Moi Hoon Yap 17 4 0 24 Apr 2023
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner Cheng Lu Z. Xia Krzysztof Przystupa Orest Kochan J. Su MedIm 36 10 0 19 Apr 2023
Can SAM Segment Polyps? Tao Zhou Yizhe Zhang Yi Zhou Ye Wu Chen Gong MedIm 35 64 0 15 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 34 2 0 10 Apr 2023
TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing Debesh Jha Nikhil Kumar Tomar Vanshali Sharma Ulas Bagci ViT MedIm 33 49 0 13 Mar 2023
SoftEnNet: Symbiotic Monocular Depth Estimation and Lumen Segmentation for Colonoscopy Endorobots Alwyn Mathew Ludovic Magerand Emanuele Trucco L. Manfredi MedIm 38 2 0 19 Jan 2023
Cooperation Learning Enhanced Colonic Polyp Segmentation Based on Transformer-CNN Fusion Yuanyuan Wang Zhaohong Deng Qiongdan Lou Shudong Hu K. Choi Shitong Wang ViT MedIm 33 4 0 17 Jan 2023
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Feilong Tang Qingming Huang Jinfeng Wang Xianxu Hou Jionglong Su Jingxin Liu ViT MedIm 32 50 0 21 Dec 2022
Towards Complex Backgrounds: A Unified Difference-Aware Decoder for Binary Segmentation Jie Li Wei He Hongyan Zhang 34 5 0 27 Oct 2022
DilatedSegNet: A Deep Dilated Segmentation Network for Polyp Segmentation Nikhil Kumar Tomar Debesh Jha Ulas Bagci MedIm 43 16 0 24 Oct 2022
LAPFormer: A Light and Accurate Polyp Segmentation Transformer Mai Nguyen Tu Bui Quan Nguyen T. Nguyen Toan Van Pham ViT 3DV MedIm 111 4 0 10 Oct 2022
Online pseudo labeling for polyp segmentation with momentum networks Toan Pham Van Linh Doan Bao Thanh-Tung Nguyen Duc Trung Tran Quan Nguyen D. V. Sang 38 5 0 29 Sep 2022
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Ting-Yu Liao Ching-Hui Yang Y. Lo Kuan-Ying Lai Po-Huai Shen Youn-Long Lin 13 15 0 15 Sep 2022
FCN-Transformer Feature Fusion for Polyp Segmentation Edward Sanderson B. Matuszewski ViT MedIm 27 118 0 17 Aug 2022
TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation Nikhil Kumar Tomar Annie Shergill Brandon Rieders Ulas Bagci Debesh Jha ViT MedIm 40 29 0 17 Jun 2022
Automatic Polyp Segmentation with Multiple Kernel Dilated Convolution Network Nikhil Kumar Tomar Abhishek Srivastava Ulas Bagci Debesh Jha MedIm 23 12 0 13 Jun 2022
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation Yanglan Ou Ye Yuan Xiaolei Huang Stephen T. C. Wong John Volpi James Z. Wang K. Wong ViT MoE MedIm 26 10 0 03 Jun 2022
XBound-Former: Toward Cross-scale Boundary Modeling in Transformers Jiacheng Wang Fei Chen Yuxi Ma Liansheng Wang Zhaodong Fei Jia Shuai Xiangdong Tang Qichao Zhou Jing Qin ViT MedIm 27 63 0 02 Jun 2022
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation N. Duc Nguyen Thi Oanh N. T. Thuy Trần Minh Triết V. Dinh ViT MedIm 138 118 0 17 May 2022
TGANet: Text-guided attention for improved polyp segmentation Nikhil Kumar Tomar Debesh Jha Ulas Bagci Sharib Ali 41 112 0 09 May 2022
BlazeNeo: Blazing fast polyp segmentation and neoplasm detection N. S. An P. N. Lan D. V. Hang D. Long T. Trung N. T. Thuy D. V. Sang SSeg 28 30 0 28 Feb 2022
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge Sharib Ali N. Ghatwary Debesh Jha Ece Isik Polat Gorkem Polat ... Dominique Lamarque R. Cannizzaro S. Realdon Thomas de Lange J. East 42 64 0 24 Feb 2022