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"

31 / 31 papers shown

Title
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen C. Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 32 0 0 09 May 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
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 29 12 0 31 Aug 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 25 1 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-Dong Zang Z. Li MedIm Mamba 52 13 0 01 Jul 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 33 0 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 23 6 0 10 Apr 2024
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 8 0 16 Oct 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Yazhou Zhu Shidong Wang Tong Xin Zheng-Wei Zhang Haofeng Zhang 18 10 0 20 Sep 2023
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data Haoyuan Chen Yufei Han Pin Xu Yanyi Li Kuan Li Jianping Yin 31 0 0 07 Sep 2023
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation Zhen Zhao Ye Liu Meng Zhao Di Yin Yixuan Yuan Luping Zhou 26 2 0 23 Aug 2023
Towards Head Computed Tomography Image Reconstruction Standardization with Deep Learning Assisted Automatic Detection B. Zheng Chenxi Huang Yuemei Luo 13 4 0 31 Jul 2023
Detecting the Sensing Area of A Laparoscopic Probe in Minimally Invasive Cancer Surgery Baoru Huang Yicheng Hu A. Nguyen Stamatia Giannarou Daniel Elson 13 3 0 07 Jul 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 26 2 0 10 Apr 2023
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm ViT 24 44 0 29 Mar 2023
PLU-Net: Extraction of multi-scale feature fusion Weihu Song 3DPC SSeg 33 4 0 23 Feb 2023
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang F. Khan MedIm 40 129 0 08 Dec 2022
AbHE: All Attention-based Homography Estimation Mingxiao Huo Zhihao Zhang Xinyang Ren Xianqiang Yang 24 6 0 06 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 33 20 0 25 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 23 132 0 03 Nov 2022
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus Deblurring with Transformer Dafeng Zhang Xiaobing Wang ViT 24 11 0 13 Sep 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari A. Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 25 178 0 18 Jul 2022
MPANet: Multi-Patch Attention For Infrared Small Target object Detection Ao Wang Wei Li Xin Wu Zhanchao Huang Ran Tao 30 13 0 05 Jun 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 18 68 0 28 Feb 2022
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 39 517 0 29 Nov 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 27 307 0 07 Sep 2021
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Ange Lou Shuyue Guan Hanseok Ko Murray H. Loew 150 193 0 16 Aug 2021
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection Junke Wang Zuxuan Wu Wenhao Ouyang Xintong Han Jingjing Chen Ser-Nam Lim Yu-Gang Jiang ViT 107 257 0 20 Apr 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 891 0 16 Feb 2021
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,639 0 02 Nov 2015