TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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

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Title
ProMISe: Promptable Medical Image Segmentation using SAM Jinfeng Wang Sifan Song Xinkun Wang Yiyi Wang Yiyi Miao Jionglong Su S. Kevin Zhou MedIm 127 3 0 07 Mar 2024
Redefining cystoscopy with ai: bladder cancer diagnosis using an efficient hybrid cnn-transformer model Meryem Amaouche Ouassim Karrakchou Mounir Ghogho A. Ghazzaly Mohamed Alami Ahmed Ameur MedIm 73 1 0 06 Mar 2024
MolNexTR: A Generalized Deep Learning Model for Molecular Image Recognition Yufan Chen Ching Ting Leung Yong Huang Jianwei Sun Hao Chen Hanyu Gao ViT 76 8 0 06 Mar 2024
Learning without Exact Guidance: Updating Large-scale High-resolution Land Cover Maps from Low-resolution Historical Labels Zhuo Li Wei He Jiepan Li Fangxiao Lu Hongyan Zhang 78 13 0 05 Mar 2024
Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware Learning Zhaoxin Fan Runmin Jiang Junhao Wu Xin Huang Tianyang Wang Heng Huang Min Xu Min Xu 137 2 0 05 Mar 2024
Modality-Aware and Shift Mixer for Multi-modal Brain Tumor Segmentation Zhongzhen Huang Linda Wei Shaoting Zhang Xiaofan Zhang 155 0 0 04 Mar 2024
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation Athanasios Tragakis Qianying Liu Chaitanya Kaul Swalpa Kumar Roy Hang Dai Fani Deligianni Roderick Murray-Smith Daniele Faccio MedIm 37 1 0 01 Mar 2024
MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation Jiahao Huang Liutao Yang Fanwen Wang Yang Nan Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb Daoqiang Zhang Guang Yang Mamba 102 14 0 28 Feb 2024
MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation Hanan Gani Muzammal Naseer Fahad Khan Salman Khan 65 0 0 27 Feb 2024
UN-SAM: Universal Prompt-Free Segmentation for Generalized Nuclei Images Zhen Chen Qing Xu Xinyu Liu Yixuan Yuan MedIm 95 17 0 26 Feb 2024
Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation Jamshid Hassanpour V. Srivastav Didier Mutter N. Padoy SSL 82 2 0 22 Feb 2024
Uncertainty-driven and Adversarial Calibration Learning for Epicardial Adipose Tissue Segmentation Kai Zhao Zhiming Liu Jiaqi Liu Jingbiao Zhou Bihong Liao Huifang Tang Qiuyu Wang Chunquan Li UQCV 62 0 0 22 Feb 2024
The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review Daniel Schwabe Katinka Becker Martin Seyferth Andreas Klass Tobias Schäffter 73 27 0 21 Feb 2024
NeRF Solves Undersampled MRI Reconstruction Tae Jun Jang Chang Min Hyun 58 3 0 20 Feb 2024
Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable Transfer from Black-Box to Lightweight Segmentation Model Claudia Cuttano A. Tavera Fabio Cermelli Giuseppe Averta Barbara Caputo 81 0 0 20 Feb 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 92 0 0 14 Feb 2024
Crop and Couple: cardiac image segmentation using interlinked specialist networks Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh 65 3 0 14 Feb 2024
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation Omid Nejati Manzari Javad Mirzapour Kaleybar Hooman Saadat Shahin Maleki ViT MedIm 72 11 0 13 Feb 2024
P-Mamba: Marrying Perona Malik Diffusion with Mamba for Efficient Pediatric Echocardiographic Left Ventricular Segmentation Zi Ye Tianxiang Chen Fangyijie Wang Hanwei Zhang Lijun Zhang Mamba 140 22 0 13 Feb 2024
Re-DiffiNet: Modeling discrepancies in tumor segmentation using diffusion models Tianyi Ren Abhishek Sharma Juampablo Heras Rivera Harshitha Rebala Ethan Honey Agamdeep Chopra Jacob Ruzevick Mehmet Kurt DiffM MedIm 57 0 0 12 Feb 2024
Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation Chao Ma Ziyang Wang Mamba 95 28 0 11 Feb 2024
Memory-Efficient Vision Transformers: An Activation-Aware Mixed-Rank Compression Strategy Seyedarmin Azizi M. Nazemi Massoud Pedram ViT MQ 87 2 0 08 Feb 2024
Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation Ziyang Wang Jian-Qing Zheng Yichi Zhang Ge Cui Lei Li Mamba 99 139 0 07 Feb 2024
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model Haifan Gong Luoyao Kang Yitao Wang Xiang Wan Haofeng Li Mamba 57 40 0 05 Feb 2024
Constrained Multiview Representation for Self-supervised Contrastive Learning Siyuan Dai Kai Ye Kun Zhao Ge Cui Haoteng Tang Liang Zhan SSL 51 1 0 05 Feb 2024
FDNet: Frequency Domain Denoising Network For Cell Segmentation in Astrocytes Derived From Induced Pluripotent Stem Cells Haoran Li Jiahua Shi Huaming Chen Bo Du Simon Maksour Gabrielle Phillips M. Dottori Jun Shen 23 0 0 05 Feb 2024
Deep Supervision by Gaussian Pseudo-label-based Morphological Attention for Abdominal Aorta Segmentation in Non-Contrast CTs Qixiang Ma Antoine Lucas A. Kaladji P. Haigron 80 0 0 04 Feb 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 150 291 0 04 Feb 2024
DiffVein: A Unified Diffusion Network for Finger Vein Segmentation and Authentication Yanjun Liu Wenming Yang Qingmin Liao DiffM 99 2 0 03 Feb 2024
ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation Zihan Li Yuan Zheng Dandan Shan Shuzhou Yang Qingde Li Beizhan Wang Yuan-ting Zhang Qingqi Hong Dinggang Shen ViT MedIm 85 45 0 03 Feb 2024
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery Lianhao Yin Yutong Ban J. Eckhoff O. Meireles Daniela Rus Guy Rosman 119 3 0 03 Feb 2024
SCTransNet: Spatial-channel Cross Transformer Network for Infrared Small Target Detection Shuai Yuan Hanlin Qin Xiang Yan Naveed Akhtar Ajmal Mian ViT 164 63 0 28 Jan 2024
MiTU-Net: A fine-tuned U-Net with SegFormer backbone for segmenting pubic symphysis-fetal head Fangyijie Wang Guénolé Silvestre Kathleen M. Curran MedIm 40 1 0 27 Jan 2024
Neighbor-Aware Calibration of Segmentation Networks with Penalty-Based Constraints Balamurali Murugesan Sukesh Adiga Vasudeva Bingyuan Liu H. Lombaert Ismail Ben Ayed Jose Dolz UQCV 97 6 0 25 Jan 2024
Vivim: a Video Vision Mamba for Medical Video Object Segmentation Yijun Yang Zhaohu Xing Chunwang Huang Lei Zhu 66 37 0 25 Jan 2024
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-Attention Muhammad Imran J. Krebs Veera Rajasekhar Reddy Gopu B. Fazzone Vishal Balaji Sivaraman ... R. Heithaus B. Shickel Yuyin Zhou M. Cooper Wei Shao 64 10 0 23 Jan 2024
RTA-Former: Reverse Transformer Attention for Polyp Segmentation Zhikai Li Murong Yi A. Uneri Sihan Niu Craig Jones ViT MedIm 51 1 0 22 Jan 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Xiaoliang Xie Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang MedIm 127 2 0 22 Jan 2024
Susceptibility of Adversarial Attack on Medical Image Segmentation Models Zhongxuan Wang Leo Xu MedIm AAML 70 1 0 20 Jan 2024
A Comprehensive Survey on Deep-Learning-based Vehicle Re-Identification: Models, Data Sets and Challenges Ali Amiri Aydin Kaya A. Keçeli VLM 86 7 0 19 Jan 2024
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Rekha Singhal Ulas Bagci 93 3 0 18 Jan 2024
OMG-Seg: Is One Model Good Enough For All Segmentation? Xiangtai Li Haobo Yuan Wei Li Henghui Ding Size Wu Wenwei Zhang Yining Li Kai Chen Chen Change Loy VLM MLLM ViT 150 64 0 18 Jan 2024
Slicer Networks Hang Zhang Xiang Chen Rongguang Wang Renjiu Hu Dongdong Liu Gaolei Li MedIm 87 3 0 18 Jan 2024
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI Jiasong Chen Linchen Qian Linhai Ma Timur Urakov Weiyong Gu Liang Liang MedIm 70 7 0 17 Jan 2024
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation Jiahui Zhong Wenhong Tian Yuanlun Xie Zhijia Liu Jie Ou Taoran Tian Lei Zhang 49 10 0 15 Jan 2024
Leveraging Frequency Domain Learning in 3D Vessel Segmentation Xinyuan Wang Changzai Pan Hongming Dai Gangming Zhao Jinpeng Li Xiao Zhang Yizhou Yu 62 0 0 11 Jan 2024
MatSAM: Efficient Extraction of Microstructures of Materials via Visual Large Model Changtai Li Xu Han Chao Yao Xiaojuan Ban 47 2 0 11 Jan 2024
Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation Siddharth Tiwari MedIm ViT 50 0 0 10 Jan 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 143 372 0 09 Jan 2024
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation Libin Lan Pengzhou Cai Lu Jiang Xiaojuan Liu Yongmei Li Yudong Zhang ViT MedIm 77 10 0 01 Jan 2024