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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 / 1,204 papers shown
Rethinking Convergence in Deep Learning: The Predictive-Corrective Paradigm for Anatomy-Informed Brain MRI Segmentation
Rethinking Convergence in Deep Learning: The Predictive-Corrective Paradigm for Anatomy-Informed Brain MRI Segmentation
Feifei Zhang
Zhenhong Jia
Sensen Song
Fei Shi
Dayong Ren
MedIm
138
1
0
17 Oct 2025
Uncertainty-Aware Extreme Point Tracing for Weakly Supervised Ultrasound Image Segmentation
Uncertainty-Aware Extreme Point Tracing for Weakly Supervised Ultrasound Image Segmentation
Lei Shi
Gang Li
Junxing Zhang
118
0
0
17 Oct 2025
Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data
Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data
Qi Chen
Xinze Zhou
Chen Liu
H. Chen
Wenxuan Li
...
Junjun He
Yefeng Zheng
Ling Shao
Alan Yuille
Zongwei Zhou
204
5
0
16 Oct 2025
A Text-Image Fusion Method with Data Augmentation Capabilities for Referring Medical Image Segmentation
A Text-Image Fusion Method with Data Augmentation Capabilities for Referring Medical Image Segmentation
Shurong Chai
R. Jain
Rui Xu
Shaocong Mo
Ruibo Hou
Shiyu Teng
Jiaqing Liu
Lanfen Lin
Yen-Wei Chen
MedIm
122
0
0
14 Oct 2025
Multiplicative Loss for Enhancing Semantic Segmentation in Medical and Cellular Images
Multiplicative Loss for Enhancing Semantic Segmentation in Medical and Cellular Images
Yuto Yokoi
Kazuhiro Hotta
MedIm
77
0
0
14 Oct 2025
Are Video Models Emerging as Zero-Shot Learners and Reasoners in Medical Imaging?
Are Video Models Emerging as Zero-Shot Learners and Reasoners in Medical Imaging?
Yuxiang Lai
Jike Zhong
Ming Li
Yuheng Li
Xiaofeng Yang
VGenMedIm
163
3
0
11 Oct 2025
TFM Dataset: A Novel Multi-task Dataset and Integrated Pipeline for Automated Tear Film Break-Up Segmentation
TFM Dataset: A Novel Multi-task Dataset and Integrated Pipeline for Automated Tear Film Break-Up Segmentation
Guangrong Wan
Jun liu
Qiyang Zhou
Tang tang
Lianghao Shi
Wenjun Luo
TingTing Xu
133
0
0
07 Oct 2025
A Warm-basis Method for Bridging Learning and Iteration: a Case Study in Fluorescence Molecular Tomography
A Warm-basis Method for Bridging Learning and Iteration: a Case Study in Fluorescence Molecular Tomography
Ruchi Guo
Jiahua Jiang
Bangti Jin
Wuwei Ren
Jianru Zhang
122
0
0
07 Oct 2025
MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation
MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation
T-Mai Bui
F. Bougourzi
Fadi Dornaika
Vinh Truong Hoang
Mamba
340
0
0
04 Oct 2025
Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation
Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation
Talha Ahmed
Nehal Ahmed Shaikh
Hassan Mohy-ud-Din
MedImVLM
141
0
0
03 Oct 2025
Med-K2N: Flexible K-to-N Modality Translation for Medical Image Synthesis
Med-K2N: Flexible K-to-N Modality Translation for Medical Image Synthesis
Feng Yuan
Yifan Gao
Yuehua Ye
Haoyue Li
Xin Gao
MedIm
89
0
0
03 Oct 2025
Flip Distribution Alignment VAE for Multi-Phase MRI Synthesis
Flip Distribution Alignment VAE for Multi-Phase MRI SynthesisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Xiaoyan Kui
Qianmu Xiao
Qqinsong Li
Zexin Ji
JIelin Zhang
Beiji Zou
OOD
116
0
0
03 Oct 2025
U-DFA: A Unified DINOv2-Unet with Dual Fusion Attention for Multi-Dataset Medical Segmentation
U-DFA: A Unified DINOv2-Unet with Dual Fusion Attention for Multi-Dataset Medical Segmentation
Zulkaif Sajjad
Furqan Shaukat
Junaid Mir
MedIm
77
0
0
01 Oct 2025
On-the-Fly Data Augmentation for Brain Tumor Segmentation
On-the-Fly Data Augmentation for Brain Tumor Segmentation
Ishika Jain
Siri Willems
Steven Latré
Tom De Schepper
98
0
0
29 Sep 2025
FSDENet: A Frequency and Spatial Domains based Detail Enhancement Network for Remote Sensing Semantic Segmentation
FSDENet: A Frequency and Spatial Domains based Detail Enhancement Network for Remote Sensing Semantic SegmentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE J-STARS), 2025
Jiahao Fu
Yinfeng Yu
Liejun Wang
192
4
0
29 Sep 2025
An Enhanced Pyramid Feature Network Based on Long-Range Dependencies for Multi-Organ Medical Image Segmentation
An Enhanced Pyramid Feature Network Based on Long-Range Dependencies for Multi-Organ Medical Image Segmentation
Dayu Tan
Cheng Kong
Yansen Su
Hai Chen
Dongliang Yang
Junfeng Xia
Chunhou Zheng
ViTMedIm
103
0
0
29 Sep 2025
BALR-SAM: Boundary-Aware Low-Rank Adaptation of SAM for Resource-Efficient Medical Image Segmentation
BALR-SAM: Boundary-Aware Low-Rank Adaptation of SAM for Resource-Efficient Medical Image Segmentation
Zelin Liu
Sicheng Dong
Bocheng Li
Yixuan Yang
Jiacheng Ruan
Chenxu Zhou
Suncheng Xiang
MedIm
200
0
0
29 Sep 2025
BioVessel-Net and RetinaMix: Unsupervised Retinal Vessel Segmentation from OCTA Images
BioVessel-Net and RetinaMix: Unsupervised Retinal Vessel Segmentation from OCTA Images
Cheng Huang
Weizheng Xie
Fan Gao
Yutong Liu
Ruoling Wu
...
Jingxi Qiu
Xiangxiang Wang
Zhenglin Yang
Hao Wang
Yongbin Yu
140
1
0
28 Sep 2025
U-MAN: U-Net with Multi-scale Adaptive KAN Network for Medical Image Segmentation
U-MAN: U-Net with Multi-scale Adaptive KAN Network for Medical Image Segmentation
Bohan Huang
Qianyun Bao
Haoyuan Ma
SSeg
358
0
0
26 Sep 2025
DENet: Dual-Path Edge Network with Global-Local Attention for Infrared Small Target Detection
DENet: Dual-Path Edge Network with Global-Local Attention for Infrared Small Target Detection
Jiayi Zuo
Songwei Pei
Qian Li
84
0
0
25 Sep 2025
Frequency-domain Multi-modal Fusion for Language-guided Medical Image Segmentation
Frequency-domain Multi-modal Fusion for Language-guided Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Bo Yu
Jianhua Yang
Zetao Du
Yan Huang
Chenglong Li
Liang Wang
132
1
0
24 Sep 2025
HiPerformer: A High-Performance Global-Local Segmentation Model with Modular Hierarchical Fusion Strategy
HiPerformer: A High-Performance Global-Local Segmentation Model with Modular Hierarchical Fusion Strategy
Dayu Tan
Zhenpeng Xu
Yansen Su
Xin Peng
Chunhou Zheng
Weimin Zhong
203
0
0
24 Sep 2025
Unified Multimodal Coherent Field: Synchronous Semantic-Spatial-Vision Fusion for Brain Tumor Segmentation
Unified Multimodal Coherent Field: Synchronous Semantic-Spatial-Vision Fusion for Brain Tumor Segmentation
Mingda Zhang
Yuyang Zheng
Ruixiang Tang
Jingru Qiu
Haiyan Ding
99
0
0
22 Sep 2025
SAM-DCE: Addressing Token Uniformity and Semantic Over-Smoothing in Medical Segmentation
SAM-DCE: Addressing Token Uniformity and Semantic Over-Smoothing in Medical Segmentation
Yingzhen Hu
Yiheng Zhong
Ruobing Li
Yingxue Su
Jiabao An
Feilong Tang
Jionglong Su
Imran Razzak
MedIm
236
0
0
21 Sep 2025
Uncertainty-Gated Deformable Network for Breast Tumor Segmentation in MR Images
Uncertainty-Gated Deformable Network for Breast Tumor Segmentation in MR Images
Yue Zhang
Jiahua Dong
Chengtao Peng
Qiuli Wang
Dan Song
Guiduo Duan
146
0
0
19 Sep 2025
SGMAGNet: A Baseline Model for 3D Cloud Phase Structure Reconstruction on a New Passive Active Satellite Benchmark
SGMAGNet: A Baseline Model for 3D Cloud Phase Structure Reconstruction on a New Passive Active Satellite Benchmark
Chi Yang
Fu Wang
Xiaofei Yang
Hao Huang
Weijia Cao
Xiaowen Chu
61
0
0
19 Sep 2025
FMD-TransUNet: Abdominal Multi-Organ Segmentation Based on Frequency Domain Multi-Axis Representation Learning and Dual Attention Mechanisms
FMD-TransUNet: Abdominal Multi-Organ Segmentation Based on Frequency Domain Multi-Axis Representation Learning and Dual Attention Mechanisms
Fang Lu
Jingyu Xu
Qinxiu Sun
Qiong Lou
132
0
0
19 Sep 2025
HybridMamba: A Dual-domain Mamba for 3D Medical Image Segmentation
HybridMamba: A Dual-domain Mamba for 3D Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Weitong Wu
Zhaohu Xing
Jing Gong
Qin Peng
Lei Zhu
Mamba
121
0
0
18 Sep 2025
Enhancing Feature Fusion of U-like Networks with Dynamic Skip Connections
Enhancing Feature Fusion of U-like Networks with Dynamic Skip Connections
Yue Cao
Quansong He
Kaishen Wang
Jianlong Xiong
Zhang Yi
Tao He
232
0
0
18 Sep 2025
Toward Next-generation Medical Vision Backbones: Modeling Finer-grained Long-range Visual Dependency
Toward Next-generation Medical Vision Backbones: Modeling Finer-grained Long-range Visual Dependency
Mingyuan Meng
MedIm
127
0
0
14 Sep 2025
XBusNet: Text-Guided Breast Ultrasound Segmentation via Multimodal Vision-Language Learning
XBusNet: Text-Guided Breast Ultrasound Segmentation via Multimodal Vision-Language Learning
Raja Mallina
Bryar Shareef
132
2
0
08 Sep 2025
MRD-LiNet: A Novel Lightweight Hybrid CNN with Gradient-Guided Unlearning for Improved Drought Stress Identification
MRD-LiNet: A Novel Lightweight Hybrid CNN with Gradient-Guided Unlearning for Improved Drought Stress Identification
A. K. Patra
Lingaraj Sahoo
75
0
0
08 Sep 2025
Barlow-Swin: Toward a novel siamese-based segmentation architecture using Swin-Transformers
Barlow-Swin: Toward a novel siamese-based segmentation architecture using Swin-Transformers
Morteza Kiani Haftlang
Mohammadhossein Malmir
Foroutan Parand
Umberto Michelucci
Safouane El Ghazouali
ViTMedIm
155
0
0
08 Sep 2025
Does DINOv3 Set a New Medical Vision Standard? Benchmarking 2D and 3D Classification, Segmentation, and Registration
Does DINOv3 Set a New Medical Vision Standard? Benchmarking 2D and 3D Classification, Segmentation, and Registration
Che Liu
Yinda Chen
Haoyuan Shi
Jinpeng Lu
Bailiang Jian
...
Christian Wachinger
James S. Duncan
Daniel Rueckert
Wenjia Bai
Rossella Arcucci
MedIm
235
9
0
08 Sep 2025
Dual Interaction Network with Cross-Image Attention for Medical Image Segmentation
Dual Interaction Network with Cross-Image Attention for Medical Image SegmentationPattern Recognition Letters (Pattern Recogn. Lett.), 2025
Jeonghyun Noh
Wangsu Jeon
Jinsun Park
MedIm
86
0
0
07 Sep 2025
FASL-Seg: Anatomy and Tool Segmentation of Surgical Scenes
FASL-Seg: Anatomy and Tool Segmentation of Surgical Scenes
Muraam Abdel-Ghani
Mahmoud Ali
Mohamed Ali
Fatmaelzahraa Ahmed
Muhammad Arsalan
Abdulaziz Al-Ali
Shidin Balakrishnan
145
0
0
07 Sep 2025
Advanced Brain Tumor Segmentation Using EMCAD: Efficient Multi-scale Convolutional Attention Decoding
Advanced Brain Tumor Segmentation Using EMCAD: Efficient Multi-scale Convolutional Attention Decoding
GodsGift Uzor
Tania-Amanda Nkoyo Fredrick Eneye
Chukwuebuka Ijezue
116
1
0
05 Sep 2025
SPENet: Self-guided Prototype Enhancement Network for Few-shot Medical Image Segmentation
SPENet: Self-guided Prototype Enhancement Network for Few-shot Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Chao Fan
Xibin Jia
Anqi Xiao
Hongyuan Yu
Zhenghan Yang
Dawei Yang
Hui Xu
Yan Huang
Liang Wang
109
0
0
03 Sep 2025
DCDB: Dynamic Conditional Dual Diffusion Bridge for Ill-posed Multi-Tasks
DCDB: Dynamic Conditional Dual Diffusion Bridge for Ill-posed Multi-Tasks
Chengjie Huang
Jiafeng Yan
Jing Li
Lu Bai
DiffMAI4CE
173
1
0
03 Sep 2025
LGBP-OrgaNet: Learnable Gaussian Band Pass Fusion of CNN and Transformer Features for Robust Organoid Segmentation and Tracking
LGBP-OrgaNet: Learnable Gaussian Band Pass Fusion of CNN and Transformer Features for Robust Organoid Segmentation and Tracking
Jing Zhang
Siying Tao
Jiao Li
Tianhe Wang
Junchen Wu
Ruqian Hao
Xiaohui Du
Ruirong Tan
Rui Li
MedIm
60
0
0
03 Sep 2025
MedLiteNet: Lightweight Hybrid Medical Image Segmentation Model
MedLiteNet: Lightweight Hybrid Medical Image Segmentation Model
Pengyang Yu
Haoquan Wang
Gerard Marks
Tahar Kechadi
Laurence T. Yang
Sahraoui Dhelim
Nyothiri Aung
MedImViT
142
1
0
03 Sep 2025
MedDINOv3: How to adapt vision foundation models for medical image segmentation?
MedDINOv3: How to adapt vision foundation models for medical image segmentation?
Yuheng Li
Yizhou Wu
Yuxiang Lai
Mingzhe Hu
Xiaofeng Yang
MedIm
302
10
0
02 Sep 2025
MSA2-Net: Utilizing Self-Adaptive Convolution Module to Extract Multi-Scale Information in Medical Image Segmentation
MSA2-Net: Utilizing Self-Adaptive Convolution Module to Extract Multi-Scale Information in Medical Image Segmentation
Chao Deng
Xiaosen Li
Xiao Qin
160
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SegAssess: Panoramic quality mapping for robust and transferable unsupervised segmentation assessment
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Bingnan Yang
Mi Zhang
Zhili Zhang
Zhan Zhang
Yuanxin Zhao
Xiangyun Hu
Jianya Gong
238
0
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SegDINO: An Efficient Design for Medical and Natural Image Segmentation with DINO-V3
SegDINO: An Efficient Design for Medical and Natural Image Segmentation with DINO-V3
Sicheng Yang
Hongqiu Wang
Zhaohu Xing
Sixiang Chen
Lei Zhu
255
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Standardized Multi-Layer Tissue Maps for Enhanced Artificial Intelligence Integration and Search in Large-Scale Whole Slide Image Archives
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Gernot Fiala
M. Plass
Robert Harb
P. Regitnig
Kristijan Skok
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Roman Stoklasa
Rudolf Nenutil
N. Zerbe
Andreas Holzinger
Petr Holub
104
0
0
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Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation
Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation
Mingxi Fu
Fanglei Fu
Xitong Ling
Huaitian Yuan
Tian Guan
Yonghong He
Lianghui Zhu
128
0
0
27 Aug 2025
Hierarchical Spatio-temporal Segmentation Network for Ejection Fraction Estimation in Echocardiography Videos
Hierarchical Spatio-temporal Segmentation Network for Ejection Fraction Estimation in Echocardiography VideosInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Dongfang Wang
Jian Yang
Yizhe Zhang
Tao Zhou
121
0
0
26 Aug 2025
Diffusion-Based Data Augmentation for Medical Image Segmentation
Diffusion-Based Data Augmentation for Medical Image Segmentation
Maham Nazir
Muhammad Aqeel
Francesco Setti
MedIm
85
2
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25 Aug 2025
An Efficient Dual-Line Decoder Network with Multi-Scale Convolutional Attention for Multi-organ Segmentation
An Efficient Dual-Line Decoder Network with Multi-Scale Convolutional Attention for Multi-organ SegmentationBiomedical Signal Processing and Control (BSPC), 2025
Riad Hassan
M. Rubaiyat Hossain Mondal
Sheikh Iqbal Ahamed
Fahad Mostafa
M. Rahman
MedIm
197
1
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