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

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

12 June 2021
Ai-Jun Lin
Bingzhi Chen
Jiayu Xu
Zheng Zhang
Guangming Lu
    ViTMedIm
ArXiv (abs)PDFHTML

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

50 / 110 papers shown
Title
gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic
  Segmentation
gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic Segmentation
Hui Xie
Weiyu Xu
Ya Xing Wang
John Buatti
Xiaodong Wu
SSeg
83
1
0
07 Dec 2023
DA-TransUNet: Integrating Spatial and Channel Dual Attention with
  Transformer U-Net for Medical Image Segmentation
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation
Guanqun Sun
Yizhi Pan
Weikun Kong
Zichang Xu
Jianhua Ma
Teeradaj Racharak
Le-Minh Nguyen
Junyi Xin
ViTMedIm
86
122
0
19 Oct 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical
  Image Segmentation
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation
Tan-Hanh Pham
Xianqi Li
Kim-Doang Nguyen
MedImViT
156
16
0
16 Oct 2023
Vision Transformers increase efficiency of 3D cardiac CT multi-label
  segmentation
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation
Lee Jollans
Mariana Bustamante
L. Henriksson
Anders Persson
T. Ebbers
MedImViT
109
0
0
13 Oct 2023
TransCC: Transformer Network for Coronary Artery CCTA Segmentation
TransCC: Transformer Network for Coronary Artery CCTA Segmentation
Chenchu Xu
Meng Li
Xue Wu
ViTMedIm
55
1
0
07 Oct 2023
Keypoint-Augmented Self-Supervised Learning for Medical Image
  Segmentation with Limited Annotation
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited Annotation
Zhangsihao Yang
Mengwei Ren
Kaize Ding
Guido Gerig
Yalin Wang
SSL
110
7
0
02 Oct 2023
SA2-Net: Scale-aware Attention Network for Microscopic Image
  Segmentation
SA2-Net: Scale-aware Attention Network for Microscopic Image Segmentation
Mustansar Fiaz
Moein Heidari
Rao Muhammad Anwer
Hisham Cholakkal
149
10
0
28 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative
  Sub-regions for Few-shot Medical Image Segmentation
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation
Yazhou Zhu
Shidong Wang
Tong Xin
Zheng Zhang
Haofeng Zhang
129
17
0
20 Sep 2023
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical
  Image Segmentation
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation
Xian Lin
Zengqiang Yan
Xianbo Deng
Chuansheng Zheng
Li Yu
ViTMedIm
140
42
0
09 Sep 2023
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical
  Image Segmentation with Small Training Data
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
138
1
0
07 Sep 2023
Rethinking Data Perturbation and Model Stabilization for Semi-supervised
  Medical Image Segmentation
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation
Zhen Zhao
Ye Liu
Meng Zhao
Di Yin
Yixuan Yuan
Luping Zhou
106
2
0
23 Aug 2023
Towards Head Computed Tomography Image Reconstruction Standardization
  with Deep Learning Assisted Automatic Detection
Towards Head Computed Tomography Image Reconstruction Standardization with Deep Learning Assisted Automatic Detection
B. Zheng
Chenxi Huang
Yuemei Luo
126
4
0
31 Jul 2023
Detecting the Sensing Area of A Laparoscopic Probe in Minimally Invasive
  Cancer Surgery
Detecting the Sensing Area of A Laparoscopic Probe in Minimally Invasive Cancer Surgery
Baoru Huang
Yicheng Hu
A. Nguyen
Stamatia Giannarou
Daniel Elson
68
4
0
07 Jul 2023
Transformers in Healthcare: A Survey
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
MedImAI4CE
134
48
0
30 Jun 2023
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual
  Double U-Net
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-Net
A. Khan
Alif Ashrafee
Fahim Shahriar Khan
Md. Bakhtiar Hasan
M. H. Kabir
SSeg
82
7
0
25 Jun 2023
Learnable Weight Initialization for Volumetric Medical Image
  Segmentation
Learnable Weight Initialization for Volumetric Medical Image Segmentation
Shahina Kunhimon
Abdelrahman M. Shaker
Muzammal Naseer
Salman Khan
Fahad Shahbaz Khan
137
1
0
15 Jun 2023
Unsupervised Low Light Image Enhancement Using SNR-Aware Swin
  Transformer
Unsupervised Low Light Image Enhancement Using SNR-Aware Swin Transformer
Zhijian Luo
Jiahui Tang
Yueen Hou
Zihan Huang
Yanzeng Gao
ViT
151
1
0
03 Jun 2023
Attention Mechanisms in Medical Image Segmentation: A Survey
Attention Mechanisms in Medical Image Segmentation: A Survey
Yutong Xie
Bing Yang
Qi Guan
Jianpeng Zhang
Qi Wu
Yong-quan Xia
ViTMedIm
123
24
0
29 May 2023
LCAUnet: A skin lesion segmentation network with enhanced edge and body
  fusion
LCAUnet: A skin lesion segmentation network with enhanced edge and body fusion
Qisen Ma
Keming Mao
Gao Wang
Lisheng Xu
Yuhai Zhao
89
3
0
01 May 2023
DIAMANT: Dual Image-Attention Map Encoders For Medical Image
  Segmentation
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation
Yousef Yeganeh
Azade Farshad
Peter Weinberger
Seyed-Ahmad Ahmadi
Ehsan Adeli
Nassir Navab
ViTMedIm
84
0
0
28 Apr 2023
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach
  using a Dilated Transformer and U-Net Architecture
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
ViTMedIm
116
17
0
22 Apr 2023
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise
  Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical
  Learning
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical Learning
Amir Rasoulian
Soorena Salari
Yiming Xiao
85
12
0
11 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for
  Medical Image Segmentation
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation
Xiaofei Huang
Hongfang Gong
Jin Zhang
MedIm
152
6
0
10 Apr 2023
Dual Cross-Attention for Medical Image Segmentation
Dual Cross-Attention for Medical Image Segmentation
Gorkem Can Ates
P. Mohan
Emrah Çelik
131
109
0
30 Mar 2023
Multi-scale Hierarchical Vision Transformer with Cascaded Attention
  Decoding for Medical Image Segmentation
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation
Md Mostafijur Rahman
R. Marculescu
MedImViT
104
64
0
29 Mar 2023
FishDreamer: Towards Fisheye Semantic Completion via Unified Image
  Outpainting and Segmentation
FishDreamer: Towards Fisheye Semantic Completion via Unified Image Outpainting and Segmentation
Haowen Shi
Yu Li
Kailun Yang
Kailai Li
Kunyu Peng
Alina Roitberg
Yaozu Ye
Huajian Ni
Kaiwei Wang
Rainer Stiefelhagen
EgoV
113
14
0
24 Mar 2023
PLU-Net: Extraction of multi-scale feature fusion
PLU-Net: Extraction of multi-scale feature fusion
Weihu Song
3DPCSSeg
94
8
0
23 Feb 2023
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor
  Segmentation in PET/CT Images
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images
Gary Y. Li
Junyu Chen
Se-In Jang
Kuang Gong
Quanzheng Li
ViTMedIm
109
15
0
08 Feb 2023
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale
  Feature Fusion Approach
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach
Reza Azad
Yiwei Jia
Ehsan Khodapanah Aghdam
Julien Cohen-Adad
Dorit Merhof
ViTMedIm
95
31
0
25 Jan 2023
Two-stage Contextual Transformer-based Convolutional Neural Network for
  Airway Extraction from CT Images
Two-stage Contextual Transformer-based Convolutional Neural Network for Airway Extraction from CT Images
Yanan Wu
Shuiqing Zhao
Shouliang Qi
Jie Feng
H. Pang
...
Long Bai
Meng-Yi Li
Shuyue Xia
W. Qian
Hongliang Ren
ViTMedIm
93
29
0
15 Dec 2022
UNETR++: Delving into Efficient and Accurate 3D Medical Image
  Segmentation
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation
Abdelrahman M. Shaker
Muhammad Maaz
H. Rasheed
Salman Khan
Ming-Hsuan Yang
Fahad Shahbaz Khan
MedIm
206
206
0
08 Dec 2022
AbHE: All Attention-based Homography Estimation
AbHE: All Attention-based Homography Estimation
Mingxiao Huo
Zhihao Zhang
Xinyang Ren
Xianqiang Yang
181
9
0
06 Dec 2022
FBLNet: FeedBack Loop Network for Driver Attention Prediction
FBLNet: FeedBack Loop Network for Driver Attention Prediction
Yilong Chen
Jingjing Jiang
Tao Xiang
110
13
0
05 Dec 2022
Medical Image Segmentation Review: The success of U-Net
Medical Image Segmentation Review: The success of U-Net
Reza Azad
Ehsan Khodapanah Aghdam
Amelie Rauland
Yiwei Jia
Atlas Haddadi Avval
Afshin Bozorgpour
Sanaz Karimijafarbigloo
Joseph Paul Cohen
Ehsan Adeli
Dorit Merhof
SSeg
164
446
0
27 Nov 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
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
112
23
0
25 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion
  Segmentation
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation
Jiacheng Ruan
Suncheng Xiang
Mingye Xie
Ting Liu
Yuzhuo Fu
148
185
0
03 Nov 2022
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture
Jiansen Guo
Hong-Yu Zhou
Liansheng Wang
Yizhou Yu
84
32
0
27 Oct 2022
Optimizing Vision Transformers for Medical Image Segmentation
Optimizing Vision Transformers for Medical Image Segmentation
Qianying Liu
Chaitanya Kaul
Jun Wang
Christos Anagnostopoulos
Roderick Murray-Smith
Fani Deligianni
ViTMedIm
173
32
0
14 Oct 2022
UNesT: Local Spatial Representation Learning with Hierarchical
  Transformer for Efficient Medical Segmentation
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation
Xin Yu
Qi Yang
Yinchi Zhou
L. Cai
Riqiang Gao
...
R. Abramson
Zizhao Zhang
Yuankai Huo
Bennett A. Landman
Yucheng Tang
ViTMedIm
129
0
0
28 Sep 2022
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus
  Deblurring with Transformer
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus Deblurring with Transformer
Dafeng Zhang
Xiaobing Wang
ViT
108
12
0
13 Sep 2022
Recent Progress in Transformer-based Medical Image Analysis
Recent Progress in Transformer-based Medical Image Analysis
Zhao-cheng Liu
Qiujie Lv
Ziduo Yang
Yifan Li
Chau Hung Lee
Leizhao Shen
MedIm
180
72
0
13 Aug 2022
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical
  Image Segmentation
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation
Reza Azad
Moein Heidari
M. Shariatnia
Ehsan Khodapanah Aghdam
Sanaz Karimijafarbigloo
Ehsan Adeli
Dorit Merhof
ViTMedIm
138
108
0
01 Aug 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers
  for Medical Image Segmentation
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation
Moein Heidari
Amirhossein Kazerouni
Milad Soltany Kadarvish
Reza Azad
Ehsan Khodapanah Aghdam
Julien Cohen-Adad
Dorit Merhof
MedImViT
161
219
0
18 Jul 2022
The Lighter The Better: Rethinking Transformers in Medical Image
  Segmentation Through Adaptive Pruning
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning
Xian Lin
Li Yu
Kwang-Ting Cheng
Zengqiang Yan
ViTMedIm
125
41
0
29 Jun 2022
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient
  Medical Image Segmentation
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation
Xian Lin
Li Yu
Kwang-Ting Cheng
Zengqiang Yan
ViTMedIm
153
43
0
29 Jun 2022
MPANet: Multi-Patch Attention For Infrared Small Target object Detection
MPANet: Multi-Patch Attention For Infrared Small Target object Detection
Ao Wang
Wei Li
Xin Wu
Zhanchao Huang
Ran Tao
83
13
0
05 Jun 2022
Transforming medical imaging with Transformers? A comparative review of
  key properties, current progresses, and future perspectives
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives
Jun Li
Junyu Chen
Yucheng Tang
Ce Wang
Bennett A. Landman
S. K. Zhou
ViTOODMedIm
243
78
0
02 Jun 2022
The Fully Convolutional Transformer for Medical Image Segmentation
The Fully Convolutional Transformer for Medical Image Segmentation
Athanasios Tragakis
Chaitanya Kaul
Roderick Murray-Smith
D. Husmeier
ViTMedIm
110
78
0
01 Jun 2022
WT-MVSNet: Window-based Transformers for Multi-view Stereo
WT-MVSNet: Window-based Transformers for Multi-view Stereo
Jinli Liao
Yikang Ding
Yoli Shavit
Dihe Huang
Shihao Ren
Jia Guo
Wensen Feng
Kai Zhang
ViT
100
31
0
28 May 2022
A survey on attention mechanisms for medical applications: are we moving
  towards better algorithms?
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?
Tiago Gonçalves
Isabel Rio-Torto
Luís F. Teixeira
J. S. Cardoso
OODMedIm
128
49
0
26 Apr 2022
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