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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
MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation
MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation
C. Shiranthika
Zahra Hafezi Kafshgari
Hadi Hadizadeh
Parvaneh Saeedi
FedML
96
0
0
01 Jul 2025
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles
Xing Shen
Hengguan Huang
Brennan Nichyporuk
Tal Arbel
MedIm
136
4
0
01 Jul 2025
Score-based Generative Diffusion Models to Synthesize Full-dose FDG Brain PET from MRI in Epilepsy Patients
Score-based Generative Diffusion Models to Synthesize Full-dose FDG Brain PET from MRI in Epilepsy Patients
Jiaqi Wu
J. Ouyang
Farshad Moradi
Mohammad Mehdi Khalighi
Greg Zaharchuk
DiffMMedIm
19
0
0
01 Jul 2025
VesselSDF: Distance Field Priors for Vascular Network Reconstruction
VesselSDF: Distance Field Priors for Vascular Network Reconstruction
Salvatore Esposito
Daniel Rebain
A. Onken
Changjian Li
Oisin Mac Aodha
12
0
0
19 Jun 2025
Prompt-based Dynamic Token Pruning to Guide Transformer Attention in Efficient Segmentation
Prompt-based Dynamic Token Pruning to Guide Transformer Attention in Efficient Segmentation
Pallabi Dutta
Anubhab Maity
S. Mitra
MedIm
20
0
0
19 Jun 2025
BCRNet: Enhancing Landmark Detection in Laparoscopic Liver Surgery via Bezier Curve Refinement
BCRNet: Enhancing Landmark Detection in Laparoscopic Liver Surgery via Bezier Curve Refinement
Qian Li
Feng Liu
Shuojue Yang
Daiyun Shen
Yueming Jin
MedIm
15
0
0
18 Jun 2025
Echo-DND: A dual noise diffusion model for robust and precise left ventricle segmentation in echocardiography
Echo-DND: A dual noise diffusion model for robust and precise left ventricle segmentation in echocardiography
Abdur Rahman
Keerthiveena Balraj
Manojkumar Ramteke
Anurag Singh Rathore
DiffMMedIm
22
0
0
18 Jun 2025
Pediatric Pancreas Segmentation from MRI Scans with Deep Learning
Pediatric Pancreas Segmentation from MRI Scans with Deep Learning
Elif Keles
Merve Yazol
Gorkem Durak
Ziliang Hong
Halil Ertugrul Aktas
...
Oznur Leman Boyunaga
Cemal Yazici
Mark Lowe
Aliye Uc
Ulas Bagci
9
0
0
18 Jun 2025
Pixel-wise Modulated Dice Loss for Medical Image Segmentation
Pixel-wise Modulated Dice Loss for Medical Image Segmentation
Seyed Mohsen Hosseini
19
0
0
17 Jun 2025
Simple is what you need for efficient and accurate medical image segmentation
Simple is what you need for efficient and accurate medical image segmentation
Xiang Yu
Y. Chen
Guannan He
Qing Zeng
Yue Qin
...
Delong Yang
Bocheng Liang
Bin Pu
Ying Yuan
Shengli Li
12
0
0
16 Jun 2025
Improving Prostate Gland Segmenting Using Transformer based Architectures
Improving Prostate Gland Segmenting Using Transformer based Architectures
Shatha Abudalou
20
0
0
16 Jun 2025
InceptionMamba: Efficient Multi-Stage Feature Enhancement with Selective State Space Model for Microscopic Medical Image Segmentation
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
21
0
0
13 Jun 2025
FAD-Net: Frequency-Domain Attention-Guided Diffusion Network for Coronary Artery Segmentation using Invasive Coronary Angiography
FAD-Net: Frequency-Domain Attention-Guided Diffusion Network for Coronary Artery Segmentation using Invasive Coronary Angiography
Nan Mu
Ruiqi Song
Xiaoning Li
Zhihui Xu
Jingfeng Jiang
Chen Zhao
MedIm
71
0
0
13 Jun 2025
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation
Zhenhuan Zhou
99
0
0
12 Jun 2025
Foundation Models in Medical Imaging -- A Review and Outlook
Foundation Models in Medical Imaging -- A Review and Outlook
Vivien van Veldhuizen
Vanessa Botha
C. Lu
Melis Erdal Cesur
Kevin Groot Lipman
...
Cees Snoek
Lodewyk Wessels
Ritse Mann
Eric Marcus
Jonas Teuwen
MedImVLMAI4CE
74
0
0
10 Jun 2025
Query Nearby: Offset-Adjusted Mask2Former enhances small-organ segmentation
Query Nearby: Offset-Adjusted Mask2Former enhances small-organ segmentation
Xin Zhang
Dongdong Meng
Sheng Li
MedIm
77
0
0
06 Jun 2025
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks
Loan Dao
Ngoc Quoc Ly
136
10
0
04 Jun 2025
Recent Advances in Medical Image Classification
Recent Advances in Medical Image Classification
Loan Dao
Ngoc Quoc Ly
74
3
0
04 Jun 2025
Quotient Network - A Network Similar to ResNet but Learning Quotients
Quotient Network - A Network Similar to ResNet but Learning Quotients
Peng Hui
Jiamuyang Zhao
Changxin Li
Qingzhen Zhu
OOD
31
0
0
01 Jun 2025
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation
Jing Huang
Yongkang Zhao
Yuhan Li
Zhitao Dai
Cheng Chen
Qiying Lai
Mamba
31
0
0
30 May 2025
HTMNet: A Hybrid Network with Transformer-Mamba Bottleneck Multimodal Fusion for Transparent and Reflective Objects Depth Completion
HTMNet: A Hybrid Network with Transformer-Mamba Bottleneck Multimodal Fusion for Transparent and Reflective Objects Depth Completion
Guanghu Xie
Yonglong Zhang
Zhiduo Jiang
Yang Liu
Zongwu Xie
Baoshi Cao
Hong Liu
Mamba
93
0
0
27 May 2025
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image Segmentation
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image Segmentation
Tyler Ward
Aaron Moseley
Abdullah-Al-Zubaer Imran
SSL
234
0
0
25 May 2025
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation
Jiong Wu
Yang Xing
Boxiao Yu
Wei Shao
Kuang Gong
MedIm
186
0
0
25 May 2025
MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation
MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation
Libin Lan
Yanxin Li
Xiaojuan Liu
Juan Zhou
Jianxun Zhang
Nannan Huang
Yudong Zhang
ViTMedIm
29
0
0
24 May 2025
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation
Haoyu Yang
Yuxiang Cai
Jintao Chen
Xuhong Zhang
Wenhui Lei
Xiaoming Shi
Jianwei Yin
Yankai Jiang
Mamba
50
0
0
24 May 2025
CENet: Context Enhancement Network for Medical Image Segmentation
CENet: Context Enhancement Network for Medical Image Segmentation
Afshin Bozorgpour
Sina Ghorbani Kolahi
Reza Azad
Ilker Hacihaliloglu
Dorit Merhof
198
0
0
23 May 2025
SAMba-UNet: Synergizing SAM2 and Mamba in UNet with Heterogeneous Aggregation for Cardiac MRI Segmentation
SAMba-UNet: Synergizing SAM2 and Mamba in UNet with Heterogeneous Aggregation for Cardiac MRI Segmentation
Guohao Huo
Ruiting Dai
Hao Tang
Mamba
69
0
0
22 May 2025
Temporal-Spectral-Spatial Unified Remote Sensing Dense Prediction
Temporal-Spectral-Spatial Unified Remote Sensing Dense Prediction
Sijie Zhao
Feng Liu
Xueliang Zhang
Hao Chen
Pengfeng Xiao
Lei Bai
X. Zhang
Hao Chen
Z. Shi
W. Ouyang
54
0
0
18 May 2025
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning
Pengchen Zhang
Alan J.X. Guo
Sipin Luo
Zhe Han
Lin Guo
74
0
0
16 May 2025
Surgical Foundation Model Leveraging Compression and Entropy Maximization for Image-Guided Surgical Assistance
Surgical Foundation Model Leveraging Compression and Entropy Maximization for Image-Guided Surgical Assistance
Lianhao Yin
O. Meireles
Guy Rosman
Daniela Rus
29
0
0
16 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey
Recent Advances in Medical Imaging Segmentation: A Survey
Fares Bougourzi
Abdenour Hadid
OOD
98
1
0
14 May 2025
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data
Antony Sikorski
Michael Ivanitskiy
Nathan Lenssen
Douglas Nychka
Daniel McKenzie
DiffM
441
0
0
14 May 2025
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI
Lei Su
71
0
0
13 May 2025
Dynamic Snake Upsampling Operater and Boundary-Skeleton Weighted Loss for Tubular Structure Segmentation
Dynamic Snake Upsampling Operater and Boundary-Skeleton Weighted Loss for Tubular Structure Segmentation
Yiqi Chen
Ganghai Huang
Sheng Zhang
Jianglin Dai
225
0
0
13 May 2025
ABS-Mamba: SAM2-Driven Bidirectional Spiral Mamba Network for Medical Image Translation
ABS-Mamba: SAM2-Driven Bidirectional Spiral Mamba Network for Medical Image Translation
Feng Yuan
Yifan Gao
Wenbin Wu
Keqing Wu
Xiaotong Guo
Jie Jiang
Xin Gao
Mamba
83
1
0
12 May 2025
DFEN: Dual Feature Equalization Network for Medical Image Segmentation
DFEN: Dual Feature Equalization Network for Medical Image Segmentation
Jianjian Yin
Yi Chen
Chong Li
Zhichao Zheng
Yanhui Gu
Junsheng Zhou
MedIm
78
0
0
09 May 2025
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis
Onkar Susladkar
Gayatri Deshmukh
Yalcin Tur
Gorkhem Durak
Ulas Bagci
MedIm
246
0
0
08 May 2025
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging
Sifan Song
Siyeop Yoon
Pengfei Jin
Sekeun Kim
Matthew Tivnan
...
Zhiliang Lyu
Dufan Wu
Ning Guo
Xiang Li
Quanzheng Li
OODViT
99
0
0
08 May 2025
Sim2Real in endoscopy segmentation with a novel structure aware image translation
Sim2Real in endoscopy segmentation with a novel structure aware image translation
Clara Tomasini
L. Riazuelo
Ana C. Murillo
MedIm
46
0
0
05 May 2025
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification
Ting Yu Tsai
An Yu
Meghana Spurthi Maadugundu
Ishrat Jahan Mohima
Umme Habiba Barsha
Mei-Hwa F. Chen
Balakrishnan Prabhakaran
Ming-Ching Chang
83
0
0
05 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook
Muyi Bao
Shuchang Lyu
Zhaoyang Xu
Huiyu Zhou
Jinchang Ren
Shiming Xiang
Xuelong Li
Guangliang Cheng
Mamba
267
0
0
01 May 2025
LDPoly: Latent Diffusion for Polygonal Road Outline Extraction in Large-Scale Topographic Mapping
LDPoly: Latent Diffusion for Polygonal Road Outline Extraction in Large-Scale Topographic Mapping
Weiqin Jiao
Hao Cheng
G. Vosselman
Claudio Persello
130
0
0
29 Apr 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning
Yuanbing Ouyang
Yizhuo Liang
Qingpeng Li
Xinfei Guo
Yiming Luo
Di Wu
Hao Wang
Yushan Pan
ViTVLM
98
0
0
25 Apr 2025
Federated Client-tailored Adapter for Medical Image Segmentation
Federated Client-tailored Adapter for Medical Image Segmentation
Guyue Hu
Siyuan Song
Yukun Kang
Z. Yin
Gangming Zhao
Chenglong Li
Jin Tang
FedMLMedIm
479
0
0
25 Apr 2025
SSA-UNet: Advanced Precipitation Nowcasting via Channel Shuffling
SSA-UNet: Advanced Precipitation Nowcasting via Channel Shuffling
Marco Turzi
Siamak Mehrkanoon
AI4TS
167
0
0
25 Apr 2025
3D Deep-learning-based Segmentation of Human Skin Sweat Glands and Their 3D Morphological Response to Temperature Variations
3D Deep-learning-based Segmentation of Human Skin Sweat Glands and Their 3D Morphological Response to Temperature Variations
Shaoyu Pei
Renxiong Wu
Hao Zheng
Lang Qin
Shuaichen Lin
...
Wenjing Huang
Ziyi Wang
Mohan Qin
Yang Liu
Guangming Ni
3DH
80
0
0
24 Apr 2025
Targeted AMP generation through controlled diffusion with efficient embeddings
Targeted AMP generation through controlled diffusion with efficient embeddings
Diogo Soares
Leon Hetzel
Paulina Szymczak
Fabian J. Theis
Stephan Günnemann
Ewa Szczurek
MedIm
91
1
0
24 Apr 2025
SAIP-Net: Enhancing Remote Sensing Image Segmentation via Spectral Adaptive Information Propagation
SAIP-Net: Enhancing Remote Sensing Image Segmentation via Spectral Adaptive Information Propagation
Zhongtao Wang
Xizhe Cao
Yisong Chen
Guoping Wang
72
0
0
23 Apr 2025
Lightweight Road Environment Segmentation using Vector Quantization
Lightweight Road Environment Segmentation using Vector Quantization
Jiyong Kwag
Alper Yilmaz
Charles Toth
70
0
0
19 Apr 2025
FocusNet: Transformer-enhanced Polyp Segmentation with Local and Pooling Attention
FocusNet: Transformer-enhanced Polyp Segmentation with Local and Pooling Attention
Jun Zeng
KC Santosh
Deepak Rajan Nayak
Thomas de Lange
Jonas Varkey
Tyler Berzin
Debesh Jha
ViTMedIm
133
0
0
18 Apr 2025
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