Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation

20 February 2018

Papers citing "Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation"

50 / 57 papers shown

Title
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 122 0 0 07 Apr 2025
Learned Image Compression and Restoration for Digital Pathology SeonYeong Lee EonSeung Seong DongEon Lee SiYeoul Lee Yubin Cho Chunsu Park SeonHo Kim Minkyung Seo YoungSin Ko MinWoo Kim MedIm 44 0 0 31 Mar 2025
OCTAMamba: A State-Space Model Approach for Precision OCTA Vasculature Segmentation Shun Zou Zhuo Zhang Guangwei Gao Mamba 94 1 0 03 Jan 2025
SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance Shun Zou Mingya Zhang Bingjian Fan Zhengyi Zhou Xiuguo Zou Mamba 26 3 0 17 Sep 2024
Accuracy Improvement of Cell Image Segmentation Using Feedback Former Hinako Mitsuoka Kazuhiro Hotta ViT MedIm 34 0 0 23 Aug 2024
Medical Image Analysis for Detection, Treatment and Planning of Disease using Artificial Intelligence Approaches Nand lal Yadav Satyendra Singh Rajesh Kumar Sudhakar Singh 24 0 0 18 May 2024
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation Xiaolu Kang Zhuoqi Ma Kang Liu Yunan Li Qiguang Miao 38 3 0 18 May 2024
Real-time guidewire tracking and segmentation in intraoperative x-ray Baochang Zhang Mai Bui Cheng Wang F. Bourier H. Schunkert Nassir Navab 23 5 0 12 Apr 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 49 13 0 14 Dec 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 24 7 0 20 Oct 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 24 8 0 16 Oct 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 32 5 0 12 Jul 2023
Squeeze Excitation Embedded Attention UNet for Brain Tumor Segmentation G. Prasanna John Rohit Ernest G. Lalitha Sathiya Narayanan 21 3 0 13 May 2023
Experts' cognition-driven safe noisy labels learning for precise segmentation of residual tumor in breast cancer Yongquan Yang Jie Chen Yani Wei Mohammad H. Alobaidi Hong Bu NoLa 45 1 0 13 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 21 2 0 10 Apr 2023
Domain Agnostic Pipeline for Retina Vessel Segmentation Benjamin Hou MedIm 16 1 0 18 Feb 2023
Solving the Discretised Boltzmann Transport Equations using Neural Networks: Applications in Neutron Transport Toby R. F. Phillips C. Heaney Boyang Chen A. Buchan Christopher C. Pain 29 5 0 24 Jan 2023
Collective Intelligent Strategy for Improved Segmentation of COVID-19 from CT S. Das Sushmita Mitra B. Uma Shankar 12 3 0 23 Dec 2022
DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images Md. Rayhan Ahmed Adnan Ferdous Ashrafi R. Ahmed Swakkhar Shatabda A. Muzahidul Islam Salekul Islam SSeg 28 20 0 25 Nov 2022
U-Net-based Models for Skin Lesion Segmentation: More Attention and Augmentation P. M. Kazaj MohammadHossein Koosheshi Alireza Shahedi A. V. Sadr SSeg 8 7 0 28 Oct 2022
Swinv2-Imagen: Hierarchical Vision Transformer Diffusion Models for Text-to-Image Generation Rui Li Weihua Li Yi Yang Hanyu Wei Jianhua Jiang Quan-wei Bai DiffM 19 11 0 18 Oct 2022
AIM 2022 Challenge on Instagram Filter Removal: Methods and Results Furkan Kinli Sami Mentecs Barics Ozcan Furkan Kiracc Radu Timofte ... Sungjun Kim Guisik Kim Seohyeon Lee S. Nathan Priya Kansal 33 10 0 17 Oct 2022
PointScatter: Point Set Representation for Tubular Structure Extraction Dong Wang Zhao Zhang Zi-Long Zhao Yuhang Liu Yihong Chen Liwei Wang 3DPC 34 10 0 13 Sep 2022
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical Image Jinkai Lv Yuyong Hu Quanshui Fu Zhiwang Zhang Yuqiang Hu Lin Lv Guoqing Yang Jinpeng Li Yi Zhao MedIm 15 9 0 23 Aug 2022
IterMiUnet: A lightweight architecture for automatic blood vessel segmentation Ashish Kumar R. Agrawal Leve Joseph 15 21 0 02 Aug 2022
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation Amrest Chinkamol Vetit Kanjaras Phattarapong Sawangjai Yitian Zhao Thapanun Sudhawiyangkul C. Chantrapornchai Cuntai Guan Theerawit Wilaiprasitporn 30 7 0 25 Jul 2022
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation Mehreen Mubashar Hazrat Ali C. Grönlund Shoaib Azmat SSeg 21 66 0 03 Jun 2022
S-R2F2U-Net: A single-stage model for teeth segmentation M. K. Dhar Zeyun Yu 23 2 0 06 Apr 2022
HDL: Hybrid Deep Learning for the Synthesis of Myocardial Velocity Maps in Digital Twins for Cardiac Analysis Xiaodan Xing Javier Del Ser Yinzhe Wu Yang Li Jun Xia Lei Xu D. Firmin P. Gatehouse Guang Yang SyDa 11 17 0 09 Mar 2022
Attention W-Net: Improved Skip Connections for better Representations Shikhar Mohan Saumik Bhattacharya Sayantari Ghosh SSeg 16 4 0 17 Oct 2021
Self-Supervised U-Net for Segmenting Flat and Sessile Polyps Debayan Bhattacharya C. Betz D. Eggert Alexander Schlaefer 15 5 0 17 Oct 2021
GT U-Net: A U-Net Like Group Transformer Network for Tooth Root Segmentation Yunxiang Li Shuai Wang Jun Wang G. Zeng Wenjun Liu Qianni Zhang Qun Jin Yaqi Wang ViT MedIm 23 47 0 30 Sep 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 123 708 0 09 Sep 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 68 96 0 12 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 24 144 0 09 Jul 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 569 0 27 May 2021
Multi-class motion-based semantic segmentation for ureteroscopy and laser lithotripsy Soumya Gupta Sharib Ali L. Goldsmith B. Turney J. Rittscher 48 3 0 02 Apr 2021
Efficient Palm-Line Segmentation with U-Net Context Fusion Module Toan Pham Van S. T. Nguyen Linh Doan Bao Ngoc N. Tran Ta Minh Thanh 21 6 0 24 Feb 2021
RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network Sharif Amit Kamran Khondker Fariha Hossain Alireza Tavakkoli S. Zuckerbrod K. Sanders S. Baker GAN MedIm 27 75 0 03 Jan 2021
U-Net and its variants for medical image segmentation: theory and applications N. Siddique Sidike Paheding Colin P. Elkin Vijay Devabhaktuni SSeg 21 1,040 0 02 Nov 2020
Automatic Data Augmentation for 3D Medical Image Segmentation Ju Xu Mengzhang Li Zhanxing Zhu MedIm 13 72 0 07 Oct 2020
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation Lipei Zhang Aozhi Liu Jing Xiao P. Taylor 8 22 0 11 Sep 2020
Machine-learned Regularization and Polygonization of Building Segmentation Masks Stefano Zorzi K. Bittner Friedrich Fraundorfer GAN 11 58 0 24 Jul 2020
Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks Guotai Wang Tao Song Q. Dong Mei Cui Ning Huang Shaoting Zhang DiffM MedIm 24 73 0 07 Jul 2020
Residual Attention U-Net for Automated Multi-Class Segmentation of COVID-19 Chest CT Images Xiaocong Chen Lina Yao Yu Zhang 25 197 0 12 Apr 2020
Channel Attention Residual U-Net for Retinal Vessel Segmentation Changlu Guo Marton Szemenyei Yangtao Hu Wenle Wang Wei Zhou Yugen Yi 10 45 0 07 Apr 2020
A Transfer Learning Approach for Automated Segmentation of Prostate Whole Gland and Transition Zone in Diffusion Weighted MRI Saman Motamed Isha Gujrathi D. Deniffel Anton Oentoro M. Haider Farzad Khalvati MedIm 9 9 0 20 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 11 750 0 27 Aug 2019
Accurate Retinal Vessel Segmentation via Octave Convolution Neural Network Zhun Fan Jiajie Mo Benzhang Qiu Wenji Li Guijie Zhu Chong Li Jianye Hu Yibiao Rong Xinjian Chen 18 29 0 28 Jun 2019
Deep Dilated Convolutional Nets for the Automatic Segmentation of Retinal Vessels Ali Hatamizadeh H. Hosseini Zhengyuan Liu S. Schwartz Demetri Terzopoulos MedIm 6 25 0 28 May 2019