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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
MiSuRe is all you need to explain your image segmentation
MiSuRe is all you need to explain your image segmentation
Syed Nouman Hasany
Fabrice Mériaudeau
Caroline Petitjean
39
2
0
18 Jun 2024
Self Pre-training with Topology- and Spatiality-aware Masked
  Autoencoders for 3D Medical Image Segmentation
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation
Pengfei Gu
Yejia Zhang
Huimin Li
Chaoli Wang
Benlin Liu
MedIm
123
2
0
15 Jun 2024
On Evaluating Adversarial Robustness of Volumetric Medical Segmentation
  Models
On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models
H. Malik
Numan Saeed
Asif Hanif
Muzammal Naseer
Mohammad Yaqub
Salman Khan
Fahad Shahbaz Khan
110
1
0
12 Jun 2024
Neuro-TransUNet: Segmentation of stroke lesion in MRI using transformers
Neuro-TransUNet: Segmentation of stroke lesion in MRI using transformers
Muhammad Nouman
M. Mabrok
Essam A. Rashed
53
3
0
10 Jun 2024
GCtx-UNet: Efficient Network for Medical Image Segmentation
GCtx-UNet: Efficient Network for Medical Image Segmentation
Khaled Alrfou
Tian Zhao
ViTMedIm
65
3
0
09 Jun 2024
Convolution and Attention-Free Mamba-based Cardiac Image Segmentation
Convolution and Attention-Free Mamba-based Cardiac Image Segmentation
Abbas Khan
Muhammad Asad
Martin Benning
C. Roney
Gregory Slabaugh
Mamba
71
4
0
09 Jun 2024
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
Sucheng Ren
Xiaoke Huang
Xianhang Li
Junfei Xiao
Jieru Mei
Zeyu Wang
Alan Yuille
Yuyin Zhou
MedIm
89
9
0
08 Jun 2024
Exploring Multilingual Large Language Models for Enhanced TNM
  classification of Radiology Report in lung cancer staging
Exploring Multilingual Large Language Models for Enhanced TNM classification of Radiology Report in lung cancer staging
Hidetoshi Matsuo
Mizuho Nishio
Takaaki Matsunaga
Koji Fujimoto
Takamichi Murakami
LM&MA
86
5
0
05 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and
  Generation
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation
Chenxin Li
Xinyu Liu
Wenbo Li
Cheng Wang
Hengyu Liu
Yifan Liu
Zhen Chen
Yixuan Yuan
MedImDiffMSSeg
143
145
0
05 Jun 2024
Quality Sentinel: Estimating Label Quality and Errors in Medical
  Segmentation Datasets
Quality Sentinel: Estimating Label Quality and Errors in Medical Segmentation Datasets
Yixiong Chen
Zongwei Zhou
Alan Yuille
81
2
0
01 Jun 2024
A-SDM: Accelerating Stable Diffusion through Model Assembly and Feature
  Inheritance Strategies
A-SDM: Accelerating Stable Diffusion through Model Assembly and Feature Inheritance Strategies
Jinchao Zhu
Yuxuan Wang
Siyuan Pan
Pengfei Wan
Di Zhang
Gao Huang
87
0
0
31 May 2024
P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image
  Segmentation
P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image Segmentation
Qi Zhang
Guohua Geng
Long-He Yan
Pengbo Zhou
Zhaodi Li
Kang Li
Qinglin Liu
DiffM
104
1
0
30 May 2024
Federated and Transfer Learning for Cancer Detection Based on Image
  Analysis
Federated and Transfer Learning for Cancer Detection Based on Image Analysis
Amine Bechar
Y. Elmir
Yassine Himeur
Rafik Medjoudj
Abbes Amira
MedIm
88
4
0
30 May 2024
Universal and Extensible Language-Vision Models for Organ Segmentation
  and Tumor Detection from Abdominal Computed Tomography
Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography
Jie Liu
Yixiao Zhang
Kang Wang
Mehmet Can Yavuz
Xiaoxi Chen
...
Haoliang Li
Yang Yang
Alan Yuille
Yucheng Tang
Zongwei Zhou
MedImVLM
114
20
0
28 May 2024
Enhancing Global Sensitivity and Uncertainty Quantification in Medical
  Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba
Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba
Jiahao Huang
Liutao Yang
Fanwen Wang
Yang Nan
Weiwen Wu
...
Kuangyu Shi
Angelica I. Aviles-Rivero
Carola-Bibiane Schönlieb
Daoqiang Zhang
Guang Yang
Mamba
68
0
0
27 May 2024
Advancing Medical Image Segmentation with Mini-Net: A Lightweight
  Solution Tailored for Efficient Segmentation of Medical Images
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images
Syed Javed
Tariq Mahmood Khan
Abdul Qayyum
Arcot Sowmya
Imran Razzak
SSeg
114
6
0
27 May 2024
Understanding differences in applying DETR to natural and medical images
Understanding differences in applying DETR to natural and medical images
Yanqi Xu
Yiqiu Shen
C. Fernandez‐Granda
Laura Heacock
Krzysztof J. Geras
MedIm
118
3
0
27 May 2024
MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation
MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation
Chunyu Yuan
Dongfang Zhao
S. Agaian
Mamba
71
5
0
24 May 2024
I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling
I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling
Omer F. Atli
Bilal Kabas
Fuat Arslan
Arda C. Demirtas
Mahmut Yurt
Onat Dalmaz
Tolga Çukur
Mamba
139
16
0
22 May 2024
BiomedParse: a biomedical foundation model for image parsing of
  everything everywhere all at once
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once
Theodore Zhao
Yu Gu
Jianwei Yang
Naoto Usuyama
Ho Hin Lee
...
B. Piening
Carlo Bifulco
Mu-Hsin Wei
Hoifung Poon
Sheng Wang
MedIm
103
28
0
21 May 2024
Multi-dimension Transformer with Attention-based Filtering for Medical
  Image Segmentation
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
76
3
0
20 May 2024
Multi-scale Information Sharing and Selection Network with Boundary
  Attention for Polyp Segmentation
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation
Xiaolu Kang
Zhuoqi Ma
Kang Liu
Yunan Li
Qiguang Miao
80
3
0
18 May 2024
Simultaneous Deep Learning of Myocardium Segmentation and T2
  Quantification for Acute Myocardial Infarction MRI
Simultaneous Deep Learning of Myocardium Segmentation and T2 Quantification for Acute Myocardial Infarction MRI
Yirong Zhou
Chengyan Wang
Mengtian Lu
Kunyuan Guo
Zi Wang
...
Liuhong Zhu
Jianjun Zhou
Congbo Cai
He Wang
Xiaobo Qu
99
1
0
17 May 2024
VS-Assistant: Versatile Surgery Assistant on the Demand of Surgeons
VS-Assistant: Versatile Surgery Assistant on the Demand of Surgeons
Zhen Chen
Xingjian Luo
Jinlin Wu
Danny Tat Ming Chan
Zhen Lei
Jinqiao Wang
Sebastien Ourselin
Hongbin Liu
84
4
0
14 May 2024
Explainable Convolutional Neural Networks for Retinal Fundus
  Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels
  from Fundus Images
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images
Mukaffi Bin Moin
Mohammad Shafiul Alam
Pronay Debnath
Asif Iftekher Fahim
Faisal Muhammad Shah
62
8
0
12 May 2024
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for
  Medical Image Segmentation
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
Md Mostafijur Rahman
Mustafa Munir
R. Marculescu
MedIm
127
53
0
11 May 2024
Modality-agnostic Domain Generalizable Medical Image Segmentation by
  Multi-Frequency in Multi-Scale Attention
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention
Ju-Hyeon Nam
Nur Suriza Syazwany
Su Jung Kim
Sang-Chul Lee
MedIm
42
12
0
10 May 2024
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation
Debesh Jha
Nikhil Kumar Tomar
Koushik Biswas
Gorkem Durak
M. Antalek
...
Alpay Medetalibeyoglu
Yury Velichko
Daniela Ladner
Amir Borhani
Ulas Bagci
MedIm
54
2
0
10 May 2024
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical
  Image Segmentation
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation
Jiashu Xu
Mamba
88
11
0
08 May 2024
AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for
  enhanced skin lesion segmentation
AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation
Viet-Thanh Nguyen
Van-Truong Pham
Thi-Thao Tran
Mamba
94
5
0
05 May 2024
SFFNet: A Wavelet-Based Spatial and Frequency Domain Fusion Network for
  Remote Sensing Segmentation
SFFNet: A Wavelet-Based Spatial and Frequency Domain Fusion Network for Remote Sensing Segmentation
Yunsong Yang
Genji Yuan
Jinjiang Li
VOS
61
24
0
03 May 2024
Development of Skip Connection in Deep Neural Networks for Computer
  Vision and Medical Image Analysis: A Survey
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey
Guoping Xu
Xiaxia Wang
Xinglong Wu
Xuesong Leng
Yongchao Xu
3DPC
95
11
0
02 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and
  Beyond: A Survey
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey
Rokas Gipiškis
Chun-Wei Tsai
Olga Kurasova
95
10
0
02 May 2024
DmADs-Net: Dense multiscale attention and depth-supervised network for
  medical image segmentation
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation
Zhaojin Fu
Zheng Chen
Jinjiang Li
Lu Ren
MedIm
49
1
0
01 May 2024
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and
  Cross-Slice Attention
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention
Amarjeet Kumar
Hongxu Jiang
Muhammad Imran
Cyndi Valdes
Gabriela Leon
Dahyun Kang
Parvathi Nataraj
Yuyin Zhou
Michael D. Weiss
Wei Shao
84
10
0
30 Apr 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for
  Generalized Segmentation in Medical Imaging
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
MedImViT
71
2
0
28 Apr 2024
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for
  Volumetric Semantic Segmentation
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation
Z. A. Yazici
Ilkay Oksuz
H. K. Ekenel
MedIm
86
8
0
27 Apr 2024
Auto-Generating Weak Labels for Real & Synthetic Data to Improve
  Label-Scarce Medical Image Segmentation
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation
Tanvi Deshpande
Eva Prakash
E. Ross
C. Langlotz
Andrew Ng
Jeya Maria Jose Valanarasu
MedImSyDaVLM
73
1
0
25 Apr 2024
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors
Abbas Khan
Muhammad Asad
Martin Benning
C. Roney
Gregory Slabaugh
67
0
0
25 Apr 2024
Multimodal Information Interaction for Medical Image Segmentation
Multimodal Information Interaction for Medical Image Segmentation
Xinxin Fan
Lin Liu
Haoran Zhang
48
1
0
25 Apr 2024
Light-weight Retinal Layer Segmentation with Global Reasoning
Light-weight Retinal Layer Segmentation with Global Reasoning
Xiang He
Weiye Song
Yiming Wang
Fabio Poiesi
Ji Yi
M. Desai
Quanqing Xu
Kongzheng Yang
Yi Wan
MedIm3DV
59
12
0
25 Apr 2024
MAS-SAM: Segment Any Marine Animal with Aggregated Features
MAS-SAM: Segment Any Marine Animal with Aggregated Features
Tianyu Yan
Zifu Wan
Xinhao Deng
Pingping Zhang
Yang Liu
Huchuan Lu
78
8
0
24 Apr 2024
Ultrasound Nodule Segmentation Using Asymmetric Learning with Simple
  Clinical Annotation
Ultrasound Nodule Segmentation Using Asymmetric Learning with Simple Clinical Annotation
Xingyue Zhao
Zhongyu Li
Xiangde Luo
Peiqi Li
Peng Huang
...
Yang Liu
Jihua Zhu
Meng Yang
Shih-Wei Chang
Jun Dong
59
4
0
23 Apr 2024
A Multimodal Feature Distillation with CNN-Transformer Network for Brain
  Tumor Segmentation with Incomplete Modalities
A Multimodal Feature Distillation with CNN-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities
Ming Kang
F. F. Ting
Raphaël C.-W. Phan
Zongyuan Ge
Chee-Ming Ting
73
4
0
22 Apr 2024
Masked Latent Transformer with the Random Masking Ratio to Advance the
  Diagnosis of Dental Fluorosis
Masked Latent Transformer with the Random Masking Ratio to Advance the Diagnosis of Dental Fluorosis
Yun Wu
Hao Xu
Maohua Gu
Zhongchuan Jiang
Jun Xu
Youliang Tian
MedImAI4CE
30
1
0
21 Apr 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From
  Traditional Models to Foundation Models
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models
Yuyan Shi
Jialu Ma
Jin Yang
Shasha Wang
Yichi Zhang
MedImVLM
75
2
0
20 Apr 2024
Transformer-Based Classification Outcome Prediction for Multimodal
  Stroke Treatment
Transformer-Based Classification Outcome Prediction for Multimodal Stroke Treatment
Danqing Ma
Meng Wang
Ao Xiang
Zongqing Qi
Qin Yang
72
19
0
19 Apr 2024
Cross-model Mutual Learning for Exemplar-based Medical Image
  Segmentation
Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation
Qing En
Yuhong Guo
63
0
0
18 Apr 2024
Boosting Medical Image Segmentation Performance with Adaptive
  Convolution Layer
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer
Seyed Mohammad Reza Modaresi
A. Osmani
Mohammadreza Razzazi
A. Chibani
SSeg
86
1
0
17 Apr 2024
AKGNet: Attribute Knowledge-Guided Unsupervised Lung-Infected Area
  Segmentation
AKGNet: Attribute Knowledge-Guided Unsupervised Lung-Infected Area Segmentation
Qing En
Yuhong Guo
65
0
0
17 Apr 2024
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