UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation

2 July 2021

Papers citing "UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation"

33 / 33 papers shown

Title
The Application of Deep Learning for Lymph Node Segmentation: A Systematic Review Jingguo Qu Xinyang Han Man-Lik Chui Yao Pu Simon Takadiyi Gunda ... Jing Qin Ann Dorothy King Winnie Chiu-Wing Chu J. Cai Michael Tin-Cheung Ying 36 0 0 09 May 2025
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen Chong Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 37 0 0 09 May 2025
FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Philip Schutte V. Corbetta Regina Beets-Tan Wilson Silva FedML 30 0 0 21 Aug 2024
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 39 3 0 25 Mar 2024
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation Subhajit Paul Ashutosh Gupta 27 2 0 29 Nov 2023
Progressive Dual Priori Network for Generalized Breast Tumor Segmentation Li-Wen Wang Lihui Wang Zi-Xiang Kuai Lei Tang Yingfeng Ou Chen Ye Y. Zhu MedIm 30 2 0 20 Oct 2023
H-DenseFormer: An Efficient Hybrid Densely Connected Transformer for Multimodal Tumor Segmentation Jun Shi Hongyu Kan Shulan Ruan Ziqi Zhu Minfan Zhao Liang Qiao Zhaohui Wang Hong An Xudong Xue ViT MedIm 26 6 0 04 Jul 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 27 16 0 29 May 2023
Transformer Utilization in Medical Image Segmentation Networks Saikat Roy Gregor Koehler Michael Baumgartner Constantin Ulrich Jens Petersen Fabian Isensee Klaus Maier-Hein ViT MedIm 31 2 0 09 Apr 2023
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation Yuhui Zhang Shihua Huang Zhengping Zhou M. Lungren Serena Yeung ViT MedIm 24 8 0 08 Feb 2023
A New Perspective to Boost Vision Transformer for Medical Image Classification Yuexiang Li Yawen Huang Nanjun He Kai Ma Yefeng Zheng ViT MedIm 26 3 0 03 Jan 2023
Reliable Joint Segmentation of Retinal Edema Lesions in OCT Images Meng Wang Kai-An Yu Chun-Mei Feng K. Zou Yanyu Xu Qingquan Meng Rick Siow Mong Goh Yong Liu Huazhu Fu MedIm 30 3 0 01 Dec 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 28 134 0 03 Nov 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P French Guoping Qiu Xin Chen ViT MedIm 38 6 0 13 Oct 2022
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners Tianyi Liu Size Hou Jiayu Zhu Zilong Zhao Haochuan Jiang MedIm 35 2 0 11 Oct 2022
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation Yuncheng Jiang Zixun Zhang Shixi Qin Yao Guo Zhuguo Li Shuguang Cui 43 12 0 04 Oct 2022
Transformer Meets Boundary Value Inverse Problems Ruchi Guo Shuhao Cao Long Chen MedIm 38 21 0 29 Sep 2022
MRL: Learning to Mix with Attention and Convolutions Shlok Mohta Hisahiro Suganuma Yoshiki Tanaka 28 2 0 30 Aug 2022
Deep is a Luxury We Don't Have Ahmed Taha Yen Nhi Truong Vu Brent Mombourquette Thomas P. Matthews Jason Su Sadanand Singh ViT MedIm 26 2 0 11 Aug 2022
Defect Transformer: An Efficient Hybrid Transformer Architecture for Surface Defect Detection Junpu Wang Guili Xu Fuju Yan Jinjin Wang Zhengsheng Wang ViT MedIm 28 66 0 17 Jul 2022
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method Qi Chang Zhennan Yan Mu Zhou Ding Liu K. Sawalha ... Qilong Zhangli Mikael Kanski Subhi Al Aref L. Axel Dimitris N. Metaxas 3DV MedIm 44 23 0 14 Jun 2022
A robust and lightweight deep attention multiple instance learning algorithm for predicting genetic alterations Bangwei Guo Xingyu Li Miao Yang Hong Zhang Xuesong Xu MedIm 13 8 0 31 May 2022
Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis Simon Dahan Abdulah Fawaz Logan Z. J. Williams Chunhui Yang Timothy S. Coalson M. Glasser A. Edwards Daniel Rueckert E. C. Robinson MedIm ViT 45 20 0 30 Mar 2022
CAT-Net: A Cross-Slice Attention Transformer Model for Prostate Zonal Segmentation in MRI A. Hung Haoxin Zheng Qi Miao S. Raman D. Terzopoulos Kyunghyun Sung ViT MedIm 38 44 0 29 Mar 2022
Region Proposal Rectification Towards Robust Instance Segmentation of Biological Images Qilong Zhangli Jingru Yi Di Liu Xiaoxiao He Zhaoyang Xia ... Song Wen Haiming Tang He Wang Mu Zhou Dimitris N. Metaxas ISeg 35 15 0 06 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 33 45 0 03 Mar 2022
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Yunhe Gao Mu Zhou Ding Liu Zhennan Yan Shaoting Zhang Dimitris N. Metaxas ViT MedIm 28 68 0 28 Feb 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang Dinggang Shen ViT MedIm 38 255 0 24 Feb 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 38 12 0 17 Feb 2022
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 49 37 0 21 Dec 2021
CyTran: A Cycle-Consistent Transformer with Multi-Level Consistency for Non-Contrast to Contrast CT Translation Nicolae-Cătălin Ristea A. Miron O. Savencu Mariana-Iuliana Georgescu N. Verga Fahad Shahbaz Khan Radu Tudor Ionescu ViT MedIm 43 20 0 12 Oct 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 129 712 0 09 Sep 2021
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 38 544 0 28 Sep 2020