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
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 ViT MedIm 133 0 0 18 Apr 2025
Fighting Fires from Space: Leveraging Vision Transformers for Enhanced Wildfire Detection and Characterization Aman Agarwal James Gearon Raksha Rank Etienne Chenevert 57 0 0 18 Apr 2025
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation Jingkun Chen Haoran Duan Xiao Zhang Boyan Gao T. Tan Vicente Grau Jungong Han 130 0 0 15 Apr 2025
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation Sihang Chen Lijun Yun Ziqiang Liu JianFeng Zhu Jianfei Chen Hui Wang Yueping Nie 63 0 0 15 Apr 2025
PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation Bo-Cheng Hu Ge-Peng Ji Dian Shao Deng-Ping Fan 98 0 0 15 Apr 2025
Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps P. Agrafiotis Begüm Demir 34 2 0 15 Apr 2025
Multi-Modal Brain Tumor Segmentation via 3D Multi-Scale Self-attention and Cross-attention Yonghao Huang Leiting Chen Chuan Zhou ViT MedIm 68 0 0 12 Apr 2025
PRAD: Periapical Radiograph Analysis Dataset and Benchmark Model Development Zhenhuan Zhou Yuchen Zhang Ruihong Xu Xuansen Zhao Tao Li MedIm 69 0 0 10 Apr 2025
UKBOB: One Billion MRI Labeled Masks for Generalizable 3D Medical Image Segmentation Emmanuelle Bourigault A. Jamaludin Abdullah Hamdi 82 1 0 09 Apr 2025
MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs Jiawei Mao Yucheng Wang Yucheng Tang Daguang Xu Kang Wang Yang Yang Zongwei Zhou Yuyin Zhou MedIm 63 1 0 09 Apr 2025
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging Siyuan Dai Kai Ye Guodong Liu Haoteng Tang Liang Zhan MedIm 49 0 0 09 Apr 2025
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan Mengyuan Liu Yixiao Chen Anning Tian Xinmeng Wu Mozhi Shen Tianchou Gong Jeongkyu Lee MedIm 76 0 0 05 Apr 2025
Mapping at First Sense: A Lightweight Neural Network-Based Indoor Structures Prediction Method for Robot Autonomous Exploration Haojia Gao Haohua Que Kunrong Li Weihao Shan Mingkai Liu Rong Zhao Lei Mu Xinghua Yang Qi Wei Fei Qiao 64 0 0 05 Apr 2025
Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation Xuanyu Liu Huiyun Yao Jinggui Gao Zhongyi Guo Xue Zhang Yulin Dong ViT MedIm 107 0 0 04 Apr 2025
Beyond Conventional Transformers: The Medical X-ray Attention (MXA) Block for Improved Multi-Label Diagnosis Using Knowledge Distillation Amit Rand Hadi Ibrahim MedIm 101 0 0 03 Apr 2025
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation Chengxi Zeng Yuxuan Jiang Fan Zhang A. Gambaruto T. Burghardt MedIm 96 0 0 03 Apr 2025
STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation Dandan Shan Zihan Li Yunxiang Li Qingde Li Jie Tian Qingqi Hong MedIm 73 0 0 02 Apr 2025
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists Yansen Wang Zekun Li Lei Qi Qian Yu Yinghuan Shi Yang Gao 69 1 0 01 Apr 2025
WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation Md. Mahfuz Al Hasan Mahdi Zaman Abdul Jawad Alberto Santamaria-Pang Ho Hin Lee ... Md Shah Imran Antika Roy Y. P. Fallah Navid Asadizanjani Reza Forghani MedIm 71 0 0 31 Mar 2025
Multi-Task Learning for Extracting Menstrual Characteristics from Clinical Notes Anna Shopova Cristoph Lippert Leslee J. Shaw Eugenia Alleva 107 0 0 31 Mar 2025
Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound Yuhao Huang Ao Chang Haoran Dou X. Tao Xinrui Zhou ... Ruobing Huang Alejandro F Frangi Lingyun Bao Xin Yang Dong Ni 123 1 0 26 Mar 2025
RP-SAM2: Refining Point Prompts for Stable Surgical Instrument Segmentation Nuren Zhaksylyk Ibrahim Almakky Jay N. Paranjape S. Vedula S. Sikder Vishal M. Patel Mohammad Yaqub 73 0 0 25 Mar 2025
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation Shaolei Zhang Jinyan Liu Tianyi Qian Xuesong Li Mamba 91 0 0 25 Mar 2025
ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation Muyi Bao Shuchang Lyu Zhaoyang Xu Qi Zhao Changyu Zeng Wenpei Bai Guangliang Cheng Mamba 77 0 0 25 Mar 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Yitao Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 103 0 0 23 Mar 2025
Vehicular Road Crack Detection with Deep Learning: A New Online Benchmark for Comprehensive Evaluation of Existing Algorithms Nachuan Ma Zhengfei Song Qiang Hu Chuang-Wei Liu Yu Han Yanting Zhang Rui Fan Lihua Xie 108 0 0 23 Mar 2025
MM-UNet: Meta Mamba UNet for Medical Image Segmentation Bin Xie Yan Yan Gady Agam Mamba 101 0 0 21 Mar 2025
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention Yaxiong Chen Minghong Wei Zixuan Zheng Jingliang Hu Yilei Shi Shengwu Xiong Xiao Xiang Zhu Lichao Mou MedIm 80 1 0 20 Mar 2025
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation Lei Shi Xi Fang Naiyu Wang Junxing Zhang 78 0 0 19 Mar 2025
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation Yumin Zhang Yan Gao Haoran Duan Hanqing Guo Tejal Shah R. Ranjan Bo Wei FedML 116 0 0 19 Mar 2025
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT Yuheng Li Mingzhe Hu Richard L. J. Qiu Maria Thor Andre Williams Deborah Marshall Xiaofeng Yang MedIm 106 0 0 18 Mar 2025
SAM2 for Image and Video Segmentation: A Comprehensive Survey Zhang Jiaxing Tang Hao VLM 110 0 0 17 Mar 2025
AI-Powered Automated Model Construction for Patient-Specific CFD Simulations of Aortic Flows P. Du Delin An Chaoli Wang Jian-Xun Wang MedIm AI4CE 86 1 0 16 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation Qingchen Tang Lei Fan Maurice Pagnucco Yang Song VLM 108 2 0 15 Mar 2025
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation Lexin Fang Yunyang Xu Xiang Ma Xuemei Li Caiming Zhang 73 0 0 14 Mar 2025
Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds David Vallmanya Poch Yorick Estievenart Elnura Zhalieva Sukanya Patra Mohammad Yaqub Souhaib Ben Taieb 123 0 0 11 Mar 2025
3D Medical Imaging Segmentation on Non-Contrast CT Canxuan Gang Yuhan Peng 104 0 0 11 Mar 2025
Robotic Ultrasound-Guided Femoral Artery Reconstruction of Anatomically-Representative Phantoms Lidia Al-Zogbi Deepak Raina Vinciya Pandian Thorsten Fleiter Axel Krieger 77 0 0 09 Mar 2025
Pretext Task Adversarial Learning for Unpaired Low-field to Ultra High-field MRI Synthesis Zhenxuan Zhang Peiyuan Jing Coraline Beitone Jiahao Huang Zhifan Gao Guang Yang Pete Lally MedIm 110 0 0 07 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 162 0 0 05 Mar 2025
Catheter Detection and Segmentation in X-ray Images via Multi-task Learning Lin Xi Yingliang Ma Ethan Koland Sandra Howell Aldo Rinaldi Kawal S. Rhode 100 0 0 04 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Hyunjin Park Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 79 1 0 03 Mar 2025
Interactive Gadolinium-Free MRI Synthesis: A Transformer with Localization Prompt Learning Linhao Li Changhui Su Yu Guo Huimao Zhang Dong Liang K. Shang MedIm 61 0 0 03 Mar 2025
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction Tao Chen Chenhui Wang Zhihao Chen Hongming Shan MedIm 64 0 0 28 Feb 2025
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images N. Shvetsov T. Kilvaer M. Tafavvoghi Anders Sildnes Kajsa Møllersen Lill-ToveRasmussen Busund L. A. Bongo VLM 127 1 0 26 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Haoran Wang Weibo Ma Qing Chang VLM MedIm 144 1 0 24 Feb 2025
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 235 49 0 24 Feb 2025
Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans Haishan Huang Pengchen Liang Naier Lin Luxi Wang Bin Pu Jianguo Chen Qing Chang Xia Shen Guo Ran Mamba 108 0 0 21 Feb 2025
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation Qihang Xie Mengguo Guo Lei Mou Dan Zhang Da Chen Caifeng Shan Yitian Zhao Ruisheng Su Jiong Zhang 164 1 0 21 Feb 2025
GraphMorph: Tubular Structure Extraction by Morphing Predicted Graphs Zhao Zhang Ziwei Zhao Dong Wang Liwei Wang MedIm 143 1 0 17 Feb 2025