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TransUNet: Transformers Make Strong Encoders for Medical Image
  Segmentation

TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021
Jieneng Chen
Yongyi Lu
Qihang Yu
Xiangde Luo
Ehsan Adeli
Yan Wang
Le Lu
Alan Yuille
Yuyin Zhou
    ViTMedIm
ArXiv (abs)PDFHTMLGithub (2787★)

Papers citing "TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation"

50 / 1,040 papers shown
Title
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
72
80
0
19 Oct 2023
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image
  Segmentation
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image Segmentation
Zongyi Li
H. Lyu
Jun Wang
SSeg
31
8
0
17 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
71
14
0
16 Oct 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion
  Segmentation using MLP and CNN
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN
Chunyu Yuan
Dongfang Zhao
S. Agaian
85
10
0
14 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
81
0
0
13 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision
  Transformers
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers
Jieneng Chen
Jieru Mei
Xianhang Li
Yongyi Lu
Qihang Yu
...
M. Lungren
Lei Xing
Le Lu
Alan Yuille
Yuyin Zhou
MedImViT
97
39
0
11 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for
  medical image analysis
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis
Ece Ozkan
Xavier Boix
OOD
46
0
0
10 Oct 2023
A Simple and Robust Framework for Cross-Modality Medical Image
  Segmentation applied to Vision Transformers
A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers
Matteo Bastico
David Ryckelynck
Laurent Corté
Yannick Tillier
Etienne Decencière
MedImViT
66
2
0
09 Oct 2023
RetSeg: Retention-based Colorectal Polyps Segmentation Network
RetSeg: Retention-based Colorectal Polyps Segmentation Network
Khaled Elkarazle
V. Raman
Caslon Chua
P. Then
MedImViT
129
2
0
09 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
42
1
0
07 Oct 2023
Comprehensive Multimodal Segmentation in Medical Imaging: Combining
  YOLOv8 with SAM and HQ-SAM Models
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models
S. Pandey
Kuan-Fu Chen
Erik Dam
70
53
0
04 Oct 2023
Shifting More Attention to Breast Lesion Segmentation in Ultrasound
  Videos
Shifting More Attention to Breast Lesion Segmentation in Ultrasound Videos
Junhao Lin
Qian Dai
Lei Zhu
Huazhu Fu
Qiong Wang
Weibin Li
Wenhao Rao
Xiaoyang Huang
Liansheng Wang
80
12
0
03 Oct 2023
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image
  Segmentation with Depthwise Deformable Convolution
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution
Ho Hin Lee
Quan Liu
Qi Yang
Xin Yu
Shunxing Bao
Yuankai Huo
Bennett A. Landman
MedIm
114
2
0
30 Sep 2023
A Foundation Model for General Moving Object Segmentation in Medical
  Images
A Foundation Model for General Moving Object Segmentation in Medical Images
Zhongnuo Yan
Tong Han
Yuhao Huang
Lian Liu
Han Zhou
Jiongquan Chen
Wenlong Shi
Yan Cao
Xin Yang
Dong Ni
MedIm
58
3
0
29 Sep 2023
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance
Yunxiang Li
Jing Xu
Zihan Li
Jing Wang
You Zhang
61
22
0
29 Sep 2023
Superpixel Transformers for Efficient Semantic Segmentation
Superpixel Transformers for Efficient Semantic Segmentation
Xiao Han
Jieru Mei
Lu Zhang
Hang Yan
Yongkai Wu
Liang-Chieh Chen
Henrik Kretzschmar
ViT
59
11
0
28 Sep 2023
XVO: Generalized Visual Odometry via Cross-Modal Self-Training
XVO: Generalized Visual Odometry via Cross-Modal Self-Training
Tohida Rehman
Ronit Mandal
Jimuyang Zhang
Debarshi Kumar Sanyal
SSL
134
21
0
28 Sep 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
62
9
0
28 Sep 2023
Style Transfer and Self-Supervised Learning Powered Myocardium
  Infarction Super-Resolution Segmentation
Style Transfer and Self-Supervised Learning Powered Myocardium Infarction Super-Resolution Segmentation
Lichao Wang
Jiahao Huang
Xiaodan Xing
Yinzhe Wu
R. Rajakulasingam
Andrew D. Scott
Pedro F. Ferreira
Ranil De Silva
S. Nielles-Vallespin
Guang Yang
MedImSupR
21
0
0
27 Sep 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for
  Consistent Semi-supervised Medical Image Segmentation
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation
Qingjie Zeng
Yutong Xie
Ziling Lu
Mengkang Lu
Yong-quan Xia
65
4
0
26 Sep 2023
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for
  Depth Estimation
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation
Zizhang Wu
Zhuozheng Li
Zhi-Gang Fan
Yunzhe Wu
Xiaoquan Wang
Rui Tang
Jian Pu
79
2
0
26 Sep 2023
MOSAIC: Multi-Object Segmented Arbitrary Stylization Using CLIP
MOSAIC: Multi-Object Segmented Arbitrary Stylization Using CLIP
Prajwal Ganugula
Y. Kumar
N. Reddy
Prabhath Chellingi
A. Thakur
Neeraj Kasera
C. S. Anand
CLIPDiffM
44
3
0
24 Sep 2023
ILNet: Low-level Matters for Salient Infrared Small Target Detection
ILNet: Low-level Matters for Salient Infrared Small Target Detection
Haoqing Li
Jinfu Yang
Runshi Wang
Yifei Xu
73
8
0
24 Sep 2023
I-AI: A Controllable & Interpretable AI System for Decoding
  Radiologists' Intense Focus for Accurate CXR Diagnoses
I-AI: A Controllable & Interpretable AI System for Decoding Radiologists' Intense Focus for Accurate CXR Diagnoses
Trong-Thang Pham
Jacob Brecheisen
Anh Nguyen
Hien Nguyen
Ngan Le
69
15
0
24 Sep 2023
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors
Mehmet Bahadir Erden
Selahattin Cansiz
Onur Çakı
Haya Khattak
D. Etiz
M. Yakar
K. Duruer
Berke Barut
Cigdem Demir
OODMedIm
43
0
0
21 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
100
12
0
20 Sep 2023
More complex encoder is not all you need
More complex encoder is not all you need
Weibin Yang
Longwei Xu
Pengwei Wang
Dehua Geng
Yusong Li
Mingyuan Xu
Zhiqi Dong
MedIm
41
2
0
20 Sep 2023
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation
  from Fractal-based Simulation
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation
Achref Jaziri
Martin Mundt
Andres Fernandez Rodriguez
Visvanathan Ramesh
75
3
0
18 Sep 2023
Self-supervised TransUNet for Ultrasound regional segmentation of the
  distal radius in children
Self-supervised TransUNet for Ultrasound regional segmentation of the distal radius in children
Yuyue Zhou
Jessica Knight
B. Felfeliyan
Christopher Keen
A. Hareendranathan
Jacob L. Jaremko
71
0
0
18 Sep 2023
Image-level supervision and self-training for transformer-based
  cross-modality tumor segmentation
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation
Malo de Boisredon
Eugene Vorontsov
W. Le
Samuel Kadoury
MedImViT
83
2
0
17 Sep 2023
Towards Safer Robot-Assisted Surgery: A Markerless Augmented Reality
  Framework
Towards Safer Robot-Assisted Surgery: A Markerless Augmented Reality Framework
Ziyang Chen
Laura Cruciani
Ke Fan
Matteo Fontana
E. Lievore
O. de Cobelli
G. Musi
G. Ferrigno
Elena De Momi
118
8
0
14 Sep 2023
UniBrain: Universal Brain MRI Diagnosis with Hierarchical
  Knowledge-enhanced Pre-training
UniBrain: Universal Brain MRI Diagnosis with Hierarchical Knowledge-enhanced Pre-training
Jiayu Lei
Lisong Dai
Haoyun Jiang
Chaoyi Wu
Xiaoman Zhang
...
Weidi Xie
Yanyong Zhang
Yuehua Li
Ya Zhang
Yanfeng Wang
76
11
0
13 Sep 2023
Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation
  via Auto Prompting
Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation via Auto Prompting
Xian Lin
Yangyang Xiang
Li Yu
Zengqiang Yan
MedIm
100
24
0
13 Sep 2023
Introducing Shape Prior Module in Diffusion Model for Medical Image
  Segmentation
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation
Zhiqing Zhang
Guojia Fan
Tianyong Liu
Nan Li
Yuyang Liu
Ziyu Liu
Canwei Dong
Shoujun Zhou
DiffMMedIm
47
0
0
12 Sep 2023
SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image
  Segmentation
SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image Segmentation
Renqi Chen
Jingjing Luo
Fan Nian
Yuhui Cen
Yiheng Peng
Zekuan Yu
39
3
0
09 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
110
31
0
09 Sep 2023
Long-Range Correlation Supervision for Land-Cover Classification from
  Remote Sensing Images
Long-Range Correlation Supervision for Land-Cover Classification from Remote Sensing Images
Dawen Yu
Shunping Ji
26
12
0
08 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
109
0
0
07 Sep 2023
SAM3D: Segment Anything Model in Volumetric Medical Images
SAM3D: Segment Anything Model in Volumetric Medical Images
Nhat-Tan Bui
Dinh-Hieu Hoang
Minh-Triet Tran
Gianfranco Doretto
Donald Adjeroh
Brijesh Patel
Arabinda Choudhary
Ngan Le
MedIm
146
45
0
07 Sep 2023
MLN-net: A multi-source medical image segmentation method for clustered
  microcalcifications using multiple layer normalization
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization
Ke Wang
Zanting Ye
Xiang Xie
Haidong Cui
Tao Chen
Banteng Liu
105
11
0
06 Sep 2023
Evaluation Kidney Layer Segmentation on Whole Slide Imaging using
  Convolutional Neural Networks and Transformers
Evaluation Kidney Layer Segmentation on Whole Slide Imaging using Convolutional Neural Networks and Transformers
Muhao Liu
Chenyang Qi
Shunxing Bao
Quan Liu
Ruining Deng
Yu Wang
Shilin Zhao
Haichun Yang
Yuankai Huo
MedIm
29
1
0
05 Sep 2023
Multi-dimension unified Swin Transformer for 3D Lesion Segmentation in
  Multiple Anatomical Locations
Multi-dimension unified Swin Transformer for 3D Lesion Segmentation in Multiple Anatomical Locations
Shaoyan Pan
Yiqiao Liu
Sarah Halek
M. Tomaszewski
Shubing Wang
R. Baumgartner
Jianda Yuan
G. Goldmacher
Antong Chen
MedIm
57
1
0
04 Sep 2023
AdLER: Adversarial Training with Label Error Rectification for One-Shot
  Medical Image Segmentation
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation
Xiangyu Zhao
Sheng Wang
Zhiyun Song
Zhenrong Shen
Linlin Yao
Haolei Yuan
Qian Wang
Lichi Zhang
78
1
0
02 Sep 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical
  Image Segmentation
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation
Reza Azad
Leon Niggemeier
Michael Huttemann
Amirhossein Kazerouni
Ehsan Khodapanah Aghdam
Yury Velichko
Ulas Bagci
Dorit Merhof
MedIm
105
69
0
31 Aug 2023
Laplacian-Former: Overcoming the Limitations of Vision Transformers in
  Local Texture Detection
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection
Reza Azad
Amirhossein Kazerouni
Babak Azad
Ehsan Khodapanah Aghdam
Yury Velichko
Ulas Bagci
Dorit Merhof
ViTMedIm
98
18
0
31 Aug 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation
  with Meta-Learning
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning
Yiming Zhang
Tianang Leng
Kun Han
Xiaohui Xie
101
19
0
31 Aug 2023
Is visual explanation with Grad-CAM more reliable for deeper neural
  networks? a case study with automatic pneumothorax diagnosis
Is visual explanation with Grad-CAM more reliable for deeper neural networks? a case study with automatic pneumothorax diagnosis
Zirui Qiu
H. Rivaz
Yiming Xiao
FAtt
50
5
0
29 Aug 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few
  Exemplars
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars
W. Feng
Lingting Zhu
Lequan Yu
MedIm
69
23
0
27 Aug 2023
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid
  Algorithm with Transformer and CNN Encoders
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN Encoders
Khaled Alrfou
Tian Zhao
Amir Kordijazi
ViT
58
4
0
26 Aug 2023
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation
Chaoyu Chen
Xin Yang
Rusi Chen
Junxuan Yu
Liwei Du
Jian Wang
Xindi Hu
Yan Cao
Yingying Liu
Dong Ni
69
2
0
26 Aug 2023
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