U-Net Transformer: Self and Cross Attention for Medical Image Segmentation

10 March 2021

Papers citing "U-Net Transformer: Self and Cross Attention for Medical Image Segmentation"

50 / 71 papers shown

Title
Mapping at First Sense: A Lightweight Neural Network-Based Indoor Structures Prediction Method for Robot Autonomous Exploration Haojia Gao Haohua Que Kunrong Li Weihao Shan Mingkai Liu Rong Zhao Lei Mu Xinghua Yang Qi Wei Fei Qiao 21 0 0 05 Apr 2025
SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings Kerui Wu Ziyue Zhao Bülent Yener ViT 51 0 0 01 Apr 2025
A Neural Network Architecture Based on Attention Gate Mechanism for 3D Magnetotelluric Forward Modeling Xin Zhong Weiwei Ling Kejia Pan Pinxia Wu Jiajing Zhang Zhiliang Zhan Wenbo Xiao AI4CE 50 0 0 14 Mar 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 86 0 0 11 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Fabian Isensee Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 42 1 0 03 Mar 2025
HVI: A New Color Space for Low-light Image Enhancement Qingsen Yan Yixu Feng Cheng Zhang Guansong Pang Kangbiao Shi Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 46 5 0 27 Feb 2025
EU-Nets: Enhanced, Explainable and Parsimonious U-Nets B. Sun P. Liò 57 0 0 25 Feb 2025
Multi-Head Explainer: A General Framework to Improve Explainability in CNNs and Transformers Bohang Sun Pietro Liò ViT AAML 40 1 0 02 Jan 2025
Adapting Vision Foundation Models for Robust Cloud Segmentation in Remote Sensing Images Xuechao Zou Shun Zhang Kai Li Shiying Wang Junliang Xing Lei Jin Congyan Lang Pin Tao 66 1 0 20 Nov 2024
Cross Feature Fusion of Fundus Image and Generated Lesion Map for Referable Diabetic Retinopathy Classification Dahyun Mok Junghyun Bum Le Duc Tai Hyunseung Choo MedIm 29 0 0 06 Nov 2024
A lightweight Convolutional Neural Network based on U shape structure and Attention Mechanism for Anterior Mediastinum Segmentation Sina Soleimani-Fard Won Gi Jeong Francis Ferri Ripalda Hasti Sasani Younhee Choi S Deiva Gong Yong Jin Seok-bum Ko 32 0 0 01 Nov 2024
SFB-net for cardiac segmentation: Bridging the semantic gap with attention Nicolas Portal Nadjia Kachenoura Thomas Dietenbeck Catherine Achard 38 0 0 24 Oct 2024
Exploring the design space of deep-learning-based weather forecasting systems Shoaib Ahmed Siddiqui Jean Kossaifi Boris Bonev Christopher Choy Jan Kautz David M. Krueger Kamyar Azizzadenesheli AI4CE OOD 20 3 0 09 Oct 2024
Toward Deep Learning-based Segmentation and Quantitative Analysis of Cervical Spinal Cord Magnetic Resonance Images Maryam Tavakol Elahi 26 0 0 28 Sep 2024
Video-to-Audio Generation with Fine-grained Temporal Semantics Yuchen Hu Yu Gu Chenxing Li Rilin Chen Dong Yu VGen DiffM 26 1 0 23 Sep 2024
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation Dinh-Phu Tran Quoc-Anh Nguyen Van-Truong Pham Thi-Thao Tran ViT MedIm 23 5 0 24 Jul 2024
ECAFormer: Low-light Image Enhancement using Cross Attention Yudi Ruan Hao Ma Weikai Li Xiao Wang 50 0 0 19 Jun 2024
D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images F. Bougourzi Fadi Dornaika C. Distante Abdelmalik Taleb-Ahmed MedIm ViT 56 6 0 07 May 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 42 2 0 28 Apr 2024
Prompt-driven Universal Model for View-Agnostic Echocardiography Analysis Sekeun Kim Hui Ren Peng Guo Abder-Rahman Ali Patrick Zhang Kyungsang Kim Xiang Li Quanzheng Li 29 0 0 09 Apr 2024
Temporal-spatial Adaptation of Promptable SAM Enhance Accuracy and Generalizability of cine CMR Segmentation Zhennong Chen Sekeun Kim Hui Ren Quanzheng Li Xiang Li MedIm 24 0 0 15 Mar 2024
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement Qingsen Yan Yixu Feng Cheng Zhang Pei Wang Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 40 27 0 08 Feb 2024
Efficient Numerical Wave Propagation Enhanced By An End-to-End Deep Learning Model Luis Kaiser Richard Tsai Christian Klingenberg 14 1 0 04 Feb 2024
ExtremeCast: Boosting Extreme Value Prediction for Global Weather Forecast Wanghan Xu Kang Chen Tao Han Hao Chen Wanli Ouyang Lei Bai AI4Cl 16 9 0 02 Feb 2024
WaveletFormerNet: A Transformer-based Wavelet Network for Real-world Non-homogeneous and Dense Fog Removal Shengli Zhang Zhiyong Tao Sen Lin ViT 27 5 0 09 Jan 2024
DedustNet: A Frequency-dominated Swin Transformer-based Wavelet Network for Agricultural Dust Removal Shengli Zhang Zhiyong Tao Sen Lin ViT 30 0 0 09 Jan 2024
U-MixFormer: UNet-like Transformer with Mix-Attention for Efficient Semantic Segmentation Seul-Ki Yeom Julian von Klitzing ViT 26 6 0 11 Dec 2023
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation A. Hung Haoxin Zheng Kai Zhao Xiaoxi Du Kaifeng Pang Qi Miao Steven S. Raman D. Terzopoulos Kyunghyun Sung 3DPC 30 4 0 08 Nov 2023
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder Md Motiur Rahman Shiva Shokouhmand Smriti Bhatt M. Faezipour MedIm 34 15 0 30 Oct 2023
BeSt-LeS: Benchmarking Stroke Lesion Segmentation using Deep Supervision Prantik Deb Lalith Bharadwaj Baru Kamalaker Dadi Bapi Raju 14 4 0 10 Oct 2023
Interpretable Medical Imagery Diagnosis with Self-Attentive Transformers: A Review of Explainable AI for Health Care Tin Lai MedIm 21 4 0 01 Sep 2023
EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting Zitao Wang Qiguang Miao Peipei Zhao Yue Xi ViT 30 2 0 24 Aug 2023
Ensemble Learning with Residual Transformer for Brain Tumor Segmentation Lanhong Yao Zheyu Zhang Ulas Bagci ViT MedIm 47 0 0 31 Jul 2023
ASCON: Anatomy-aware Supervised Contrastive Learning Framework for Low-dose CT Denoising Zhihao Chen Qinhan Gao Yi Zhang Hongming Shan 23 16 0 23 Jul 2023
TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase Recognition Isabel Funke Dominik Rivoir Stefanie Krell Stefanie Speidel 20 3 0 19 Jul 2023
Transformers in Reinforcement Learning: A Survey Pranav Agarwal A. Rahman P. St-Charles Simon J. D. Prince Samira Ebrahimi Kahou OffRL 24 18 0 12 Jul 2023
3D Medical Image Segmentation based on multi-scale MPU-Net Zeqiu Yu Shuo Han Ziheng Song 3DV 11 3 0 11 Jul 2023
Latent Graph Attention for Enhanced Spatial Context Ayush Singh Yash Bhambhu Himanshu Buckchash D. K. Gupta Dilip K. Prasad 24 3 0 09 Jul 2023
Transformers in Healthcare: A Survey Subhash Nerella S. Bandyopadhyay Jiaqing Zhang Miguel Contreras Scott Siegel ... Jessica Sena B. Shickel A. Bihorac Kia Khezeli Parisa Rashidi MedIm AI4CE 21 25 0 30 Jun 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 25 16 0 29 May 2023
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions Tao Wang Kaihao Zhang Ziqian Shao Wenhan Luo B. Stenger Tong Lu Tae-Kyun Kim Wei Liu Hongdong Li ViT 24 30 0 29 May 2023
Optimization-Inspired Cross-Attention Transformer for Compressive Sensing Jie Song Chong Mou Shiqi Wang Siwei Ma Jian Zhang 42 33 0 27 Apr 2023
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture Davoud Saadati Omid Nejati Manzari S. Mirzakuchaki ViT MedIm 18 15 0 22 Apr 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 25 2 0 09 Apr 2023
D-TrAttUnet: Dual-Decoder Transformer-Based Attention Unet Architecture for Binary and Multi-classes Covid-19 Infection Segmentation F. Bougourzi C. Distante Fadi Dornaika A. Taleb-Ahmed MedIm ViT 17 5 0 27 Mar 2023
DiffIR: Efficient Diffusion Model for Image Restoration Bin Xia Yulun Zhang Shiyin Wang Yitong Wang Xing Wu Yapeng Tian Wenming Yang Luc Van Gool DiffM 26 196 0 16 Mar 2023
PLU-Net: Extraction of multi-scale feature fusion Weihu Song 3DPC SSeg 33 4 0 23 Feb 2023
Exploiting Partial Common Information Microstructure for Multi-Modal Brain Tumor Segmentation Yongsheng Mei Guru Venkataramani Tian-Shing Lan 32 10 0 06 Feb 2023
On Optimizing the Communication of Model Parallelism Yonghao Zhuang Hexu Zhao Lianmin Zheng Zhuohan Li Eric P. Xing Qirong Ho Joseph E. Gonzalez Ion Stoica Haotong Zhang 22 24 0 10 Nov 2022
Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data Huy Hoang Nguyen Matthew B. Blaschko S. Saarakkala A. Tiulpin MedIm AI4CE 48 15 0 25 Oct 2022