DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation

12 June 2021

Papers citing "DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation"

50 / 110 papers shown

Title
Rethinking the long-range dependency in Mamba/SSM and transformer models Cong Ma Kayvan Najarian Mamba 72 1 0 04 Sep 2025
An Efficient Dual-Line Decoder Network with Multi-Scale Convolutional Attention for Multi-organ Segmentation Riad Hassan M. Rubaiyat Hossain Mondal Sheikh Iqbal Ahamed Fahad Mostafa M. Rahman MedIm 69 0 0 23 Aug 2025
MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation Qing Xu Yanming Chen Yue Li Ziyu Liu Zhenye Lou Yixuan Zhang Xiangjian He Mamba 38 0 0 26 Jul 2025
A Self-training Framework for Semi-supervised Pulmonary Vessel Segmentation and Its Application in COPD Shuiqing Zhao Meihuan Wang Jiaxuan Xu Jie Feng W. Qian Rongchang Chen Zhenyu Liang Shouliang Qi Yanan Wu 33 0 0 25 Jul 2025
SegDT: A Diffusion Transformer-Based Segmentation Model for Medical Imaging Salah Eddine Bekhouche Gaby Maroun Fadi Dornaika Abdenour Hadid MedIm 44 0 0 21 Jul 2025
Hybrid Attention Network for Accurate Breast Tumor Segmentation in Ultrasound Images Muhammad Azeem Aslam Asim Naveed Nisar Ahmed 69 0 0 19 Jun 2025
InceptionMamba: Efficient Multi-Stage Feature Enhancement with Selective State Space Model for Microscopic Medical Image Segmentation Daniya Najiha Abdul Kareem Abdul Hannan Mubashir Noman Jean Lahoud Mustansar Fiaz Hisham Cholakkal Mamba 64 0 0 13 Jun 2025
HiGarment: Cross-modal Harmony Based Diffusion Model for Flat Sketch to Realistic Garment Image Junyi Guo Jingxuan Zhang Fangyu Wu Huanda Lu Qiufeng Wang Wenmian Yang Eng Gee Lim Dongming Lu DiffM 128 1 0 29 May 2025
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen Chong Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 136 0 0 09 May 2025
Multi-Modal Brain Tumor Segmentation via 3D Multi-Scale Self-attention and Cross-attention Yonghao Huang Leiting Chen Chuan Zhou ViT MedIm 112 0 0 12 Apr 2025
HER-Seg: Holistically Efficient Segmentation for High-Resolution Medical Images Qing Xu Zhenye Lou Chenxin Li Xiangjian He Rong Qu Tesema Fiseha Berhanu Yi Wang Wenting Duan Zhen Chen MedIm 113 0 0 08 Apr 2025
Large EEG-U-Transformer for Time-Step Level Detection Without Pre-Training Kerui Wu Ziyue Zhao Bülent Yener ViT 170 0 0 01 Apr 2025
Fibonacci-Net: A Lightweight CNN model for Automatic Brain Tumor Classification Santanu Roy Ashvath Suresh Archit Gupta Shubhi Tiwari Palak Sahu Prashant Adhikari Yuvraj S. Shekhawat 144 0 0 18 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Hyunjin Park Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 125 4 0 03 Mar 2025
KALAHash: Knowledge-Anchored Low-Resource Adaptation for Deep Hashing Shu Zhao Tan Yu Xiaoshuai Hao Wenchao Ma Vijaykrishnan Narayanan 116 1 0 27 Dec 2024
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation Sucheng Ren Xiaomeng Li MedIm 185 5 0 16 Dec 2024
SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation Tapas Kumar Dutta Snehashis Majhi Deepak Ranjan Nayak Debesh Jha Mamba 162 4 0 11 Dec 2024
J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation Marzia Binta Nizam Marian Zlateva James Davis MedIm 143 0 0 25 Nov 2024
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation Yufeng Jiang Zongxi Li Xiangyan Chen Haoran Xie Jing Cai Mamba 132 4 0 31 Oct 2024
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation Ovais Iqbal Shah Danish Raza Rizvi Aqib Nazir Mir ViT MedIm 101 1 0 29 Oct 2024
PSFHS Challenge Report: Pubic Symphysis and Fetal Head Segmentation from Intrapartum Ultrasound Images Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Koehler Raphael Stock ... Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir 80 8 0 17 Sep 2024
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Fuchen Zheng Xuhang Chen Weihuang Liu Haolun Li Yingtie Lei Jiahui He Chi-Man Pun Shounjun Zhou MedIm 325 24 0 31 Aug 2024
CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation Lanhu Wu Miao Zhang Yongri Piao Zhenyan Yao Weibing Sun Feng Tian Huchuan Lu ViT MedIm 95 2 0 25 Aug 2024
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei Segmentation Zhenye Lou Qing Xu Zekun Jiang Xiangjian He Z. Chen Yi Wang Chenxin Li Maggie M. He Wenting Duan 139 8 0 21 Aug 2024
STDA: Spatio-Temporal Dual-Encoder Network Incorporating Driver Attention to Predict Driver Behaviors Under Safety-Critical Scenarios Dongyang Xu Yiran Luo Tianle Lu Haoran Yan Wenjie Wu Zongyang Liu 93 0 0 03 Aug 2024
MSA $^2$ Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Sina Ghorbani Kolahi S. K. Chaharsooghi Toktam Khatibi Afshin Bozorgpour Reza Azad Moein Heidari Ilker Hacihaliloglu Dorit Merhof 148 5 0 31 Jul 2024
AHMF: Adaptive Hybrid-Memory-Fusion Model for Driver Attention Prediction Dongyang Xu Qingfan Wang Ji Ma Xiangyun Zeng Lei Chen 95 0 0 24 Jul 2024
FMDNN: A Fuzzy-guided Multi-granular Deep Neural Network for Histopathological Image Classification Weiping Ding Tianyi Zhou Jiashuang Huang Shu Jiang Tao Hou Chin-Teng Lin 123 18 0 22 Jul 2024
SliceMamba with Neural Architecture Search for Medical Image Segmentation Chao Fan Hongyuan Yu Yan Huang Liang Wang Zhenghan Yang Xibin Jia Mamba 90 6 0 11 Jul 2024
Brain Tumor Segmentation in MRI Images with 3D U-Net and Contextual Transformer Thien-Qua T. Nguyen Hieu-Nghia Nguyen Thanh-Hieu Bui Thien B. Nguyen-Tat V. M. Ngo ViT MedIm 91 2 0 11 Jul 2024
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Tianrun Chen Chaotao Ding Lanyun Zhu Tao Xu Deyi Ji Yan Wang Ying Zang Ziyue Li MedIm Mamba 150 23 0 01 Jul 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 113 5 0 25 Jun 2024
Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and Visualization Siyavash Shabani Muhammad Sohaib Sahar A. Mohammed Bahram Parvin ViT MedIm 113 4 0 24 Jun 2024
Skip and Skip: Segmenting Medical Images with Prompts Jiawei Chen Dingkang Yang Yuxuan Lei Lihua Zhang MedIm 81 0 0 21 Jun 2024
LDM-RSIC: Exploring Distortion Prior with Latent Diffusion Models for Remote Sensing Image Compression Junhui Li Jutao Li Xingsong Hou Huake Wang Yutao Zhang Yujie Dun Wenke Sun DiffM 105 1 0 06 Jun 2024
Multi-dimension Transformer with Attention-based Filtering for Medical Image Segmentation Wentao Wang Xi Xiao Mingjie Liu Qing Tian Xuanyao Huang Qizhen Lan Swalpa Kumar Roy Tianyang Wang MedIm 109 4 0 20 May 2024
SPD-CFL: Stepwise Parameter Dropout for Efficient Continual Federated Learning Yuning Yang H. Yu Tianrun Gao Tianrun Gao Xiaohong Liu Xiaodong Xu Ping Zhang Guangyu Wang 99 5 0 15 May 2024
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation Z. A. Yazici Ilkay Oksuz H. K. Ekenel MedIm 111 10 0 27 Apr 2024
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images Yizhi Pan Junyi Xin Tianhua Yang Teeradaj Racharak Le-Minh Nguyen Guanqun Sun 75 12 0 12 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 78 3 0 11 Apr 2024
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation Zhenxi Zhang Heng Zhou Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 122 14 0 10 Apr 2024
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation Hao Tang Lianglun Cheng Guoheng Huang Zhengguang Tan Junhao Lu Kaihong Wu Mamba 134 13 0 26 Mar 2024
M2DA: Multi-Modal Fusion Transformer Incorporating Driver Attention for Autonomous Driving Dongyang Xu Haokun Li Qingfan Wang Ziying Song Lei Chen Hanming Deng 120 10 0 19 Mar 2024
Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model Rui Yang Shunpu Zhang 119 2 0 03 Mar 2024
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation Athanasios Tragakis Qianying Liu Chaitanya Kaul Swalpa Kumar Roy Hang Dai Fani Deligianni Roderick Murray-Smith Daniele Faccio MedIm 59 2 0 01 Mar 2024
MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation Hanan Gani Muzammal Naseer Fahad Khan Salman Khan 103 0 0 27 Feb 2024
SDR-Former: A Siamese Dual-Resolution Transformer for Liver Lesion Classification Using 3D Multi-Phase Imaging Meng Lou Hanning Ying Xiaoqing Liu Hong-Yu Zhou Yuqing Zhang Yizhou Yu MedIm 144 17 0 27 Feb 2024
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation Omid Nejati Manzari Javad Mirzapour Kaleybar Hooman Saadat Shahin Maleki ViT MedIm 91 15 0 13 Feb 2024
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-Attention Muhammad Imran J. Krebs Veera Rajasekhar Reddy Gopu B. Fazzone Vishal Balaji Sivaraman ... R. Heithaus B. Shickel Yuyin Zhou M. Cooper Wei Shao 114 13 0 23 Jan 2024
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 201 18 0 14 Dec 2023