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
SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation Yizhe Zhang Tao Zhou Shuo Wang Ye Wu Pengfei Gu Da Chen 123 11 0 26 Aug 2023
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation Ao Chang Xing Tao Xin Yang Yuhao Huang Xinrui Zhou Jiajun Zeng Ruobing Huang Dong Ni VLM 56 1 0 26 Aug 2023
ACC-UNet: A Completely Convolutional UNet model for the 2020s Nabil Ibtehaz Daisuke Kihara MedIm OOD ViT 57 49 0 25 Aug 2023
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers Reza Azad Amirhossein Kazerouni Alaa Sulaiman Afshin Bozorgpour Ehsan Khodapanah Aghdam Abin Jose Dorit Merhof ViT MedIm 59 11 0 25 Aug 2023
Learned Local Attention Maps for Synthesising Vessel Segmentations Yashwardhan Deo Rodrigo Bonazzola Haoran Dou Yan Xia Tianyou Wei Nishant Ravikumar Alejandro F. Frangi T. Lassila MedIm 103 0 0 24 Aug 2023
SPPNet: A Single-Point Prompt Network for Nuclei Image Segmentation Qing Xu Wenwei Kuang Zeyu Zhang Xueyao Bao Haoran Chen Wenting Duan VLM 58 14 0 23 Aug 2023
PHE-SICH-CT-IDS: A Benchmark CT Image Dataset for Evaluation Semantic Segmentation, Object Detection and Radiomic Feature Extraction of Perihematomal Edema in Spontaneous Intracerebral Hemorrhage Deguo Ma Chen Li Lin Qiao Tianming Du Dechao Tang Zhiyu Ma M. Grzegorzek Hongzan Sun 72 5 0 21 Aug 2023
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks Xinyu Bai Wenjia Bai UQCV 45 0 0 16 Aug 2023
ECPC-IDS:A benchmark endometrail cancer PET/CT image dataset for evaluation of semantic segmentation and detection of hypermetabolic regions Dechao Tang Tianming Du Deguo Ma Zhiyuan Ma Hongzan Sun M. Grzegorzek Huiyan Jiang Chen Li 107 3 0 16 Aug 2023
CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation Han-Di Zhang Wei-Ting Guo Chenyang Qiu Shouhong Wan Bingbing Zou Wanqin Wang Peiquan Jin 56 5 0 16 Aug 2023
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models K. Poudel Manish Dhakal Prasiddha Bhandari Rabin Adhikari Safal Thapaliya Bishesh Khanal VLM 146 20 0 15 Aug 2023
Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation Liam Chalcroft Ruben Lourencco Pereira Mikael Brudfors Andrew S. Kayser M. D’Esposito Cathy J. Price Ioannis Pappas John Ashburner ViT 3DV MedIm 81 8 0 14 Aug 2023
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation Parinaz Roshanzamir H. Rivaz Joshua Ahn Hamza Mirza Neda Naghdi Meagan Anstruther M. C. Battié M. Fortin Yiming Xiao 76 3 0 14 Aug 2023
Leveraging multi-view data without annotations for prostate MRI segmentation: A contrastive approach Tim Nikolass Lindeijer Tord Martin Ytredal T. Eftestøl T. Nordström F. Jäderling M. Eklund Alvaro Fernandez-Quilez 21 6 0 12 Aug 2023
CATS v2: Hybrid encoders for robust medical segmentation Hao Li Han Liu Dewei Hu Xing Yao Jiacheng Wang I. Oguz MedIm ViT 85 2 0 11 Aug 2023
From CNN to Transformer: A Review of Medical Image Segmentation Models Wenjian Yao Jiajun Bai Wei Liao Yuheng Chen Mengjuan Liu Yao Xie ViT MedIm 48 59 0 10 Aug 2023
LEFormer: A Hybrid CNN-Transformer Architecture for Accurate Lake Extraction from Remote Sensing Imagery Ben Chen Xuechao Zou Yu-an Zhang Jiayu Li Kaihang Li Junliang Xing Pin Tao ViT 52 12 0 08 Aug 2023
Cloth2Tex: A Customized Cloth Texture Generation Pipeline for 3D Virtual Try-On Daiheng Gao Xu Chen Xindi Zhang Qi Wang Ke Sun Bang Zhang Liefeng Bo Qi-Xing Huang DiffM 76 5 0 08 Aug 2023
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene Segmentation Jay N. Paranjape Nithin Gopalakrishnan Nair S. Sikder S. Vedula Vishal M. Patel MedIm 79 44 0 07 Aug 2023
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model Babak Azad A. Abdalla Kwanghee Won A. M. Nafchi MedIm 54 3 0 07 Aug 2023
Adaptive Semi-Supervised Segmentation of Brain Vessels with Ambiguous Labels Fengming Lin Yan Xia Nishant Ravikumar Qiongyao Liu Michael MacRaild Alejandro F Frangi 76 4 0 07 Aug 2023
Microvasculature Segmentation in Human BioMolecular Atlas Program (HuBMAP) Youssef Sultan Yongqiang Wang J. Scanlon Lisa D'lima SSeg 38 1 0 06 Aug 2023
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Afshin Bozorgpour Yousef Sadegheih Amirhossein Kazerouni Reza Azad Dorit Merhof DiffM MedIm 77 28 0 05 Aug 2023
Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie MedIm LM&MA 101 168 0 04 Aug 2023
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion Fenghe Tang Jianrui Ding Lingtao Wang C. Ning S. Kevin Zhou MedIm 61 44 0 02 Aug 2023
Boundary Difference Over Union Loss For Medical Image Segmentation F. Sun Zhiming Luo Shaozi Li 54 25 0 01 Aug 2023
Ensemble Learning with Residual Transformer for Brain Tumor Segmentation Lanhong Yao Zheyu Zhang Ulas Bagci ViT MedIm 102 1 0 31 Jul 2023
Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training Jeya Maria Jose Valanarasu Yucheng Tang Dong Yang Ziyue Xu Can Zhao ... Vishal M. Patel Bennett Landman Daguang Xu Yufan He V. Nath MedIm 76 13 0 31 Jul 2023
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging M. Valiuddin Christiaan Viviers R. V. Sloun Peter H. N. de With Fons van der Sommen UQCV 102 2 0 31 Jul 2023
Transferable Attack for Semantic Segmentation Mengqi He Jing Zhang Zhaoyuan Yang Mingyi He Nick Barnes Yuchao Dai 70 2 0 31 Jul 2023
ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class Embedding Zihan Li Yuan Zheng Xiangde Luo Dandan Shan Qingqi Hong 85 23 0 30 Jul 2023
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation Liang Xu Mingxi Chen Yiyu Cheng Pengfei Shao Shuwei Shen Peng Yao Ronald X. Xu ViT 67 0 0 27 Jul 2023
Spatiotemporal Modeling Encounters 3D Medical Image Analysis: Slice-Shift UNet with Multi-View Fusion C. Ugwu S. Casarin Oswald Lanz 53 0 0 24 Jul 2023
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation Yiqing Wang Zihan Li Jieru Mei Zi-Ying Wei Li Liu Chen Wang Shengtian Sang Alan Yuille Cihang Xie Yuyin Zhou ViT MedIm 67 33 0 24 Jul 2023
Expediting Building Footprint Extraction from High-resolution Remote Sensing Images via progressive lenient supervision Haonan Guo Bo Du Chen Wu Xin Su Lefei Zhang 83 0 0 23 Jul 2023
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image Segmentation Yafei Zhang Zhiyuan Li Huafeng Li Dapeng Tao 59 1 0 22 Jul 2023
Spinal nerve segmentation method and dataset construction in endoscopic surgical scenarios Shaowu Peng Pengcheng Zhao Yongyu Ye Junying Chen Yunbing Chang Xiaoqing Zheng 40 1 0 20 Jul 2023
Hybrid Feature Embedding For Automatic Building Outline Extraction Weihang Ran W. Yuan Xiaodan Shi Z. Fan Ryosuke Shibasaki 40 1 0 20 Jul 2023
DVPT: Dynamic Visual Prompt Tuning of Large Pre-trained Models for Medical Image Analysis Along He Kai Wang Zhihong Wang Tao Li Huazhu Fu MedIm 100 5 0 19 Jul 2023
Mining of Single-Class by Active Learning for Semantic Segmentation Hugues Lambert E. Slade CLL VLM 60 0 0 18 Jul 2023
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation Jiacheng Ruan Mingye Xie Jingsheng Gao Ting Liu Yuzhuo Fu MedIm 28 110 0 17 Jul 2023
Dynamic Snake Convolution based on Topological Geometric Constraints for Tubular Structure Segmentation Yaolei Qi Yuting He Xiaoming Qi Yuanyuan Zhang Guanyu Yang 98 210 0 17 Jul 2023
TransNuSeg: A Lightweight Multi-Task Transformer for Nuclei Segmentation Zhen-Peng He Mathias Unberath Jing Ke Yiqing Shen ViT MedIm 76 20 0 16 Jul 2023
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation N. Thuan Nguyen Thi Oanh N. T. Thuy Stuart W. Perry D. V. Sang ViT MedIm 75 5 0 12 Jul 2023
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis Pham Vu Hung N. Manh Nguyen Thi Oanh N. T. Thuy D. V. Sang ViT MedIm 67 4 0 12 Jul 2023
3D Medical Image Segmentation based on multi-scale MPU-Net Zeqiu Yu Shuo Han Ziheng Song 3DV 45 3 0 11 Jul 2023
Cluster-Induced Mask Transformers for Effective Opportunistic Gastric Cancer Screening on Non-contrast CT Scans Ming Yuan Yingda Xia Xin Chen Jiawen Yao Junling Wang ... Bin Dong Le Lu Li Zhang Zaiyi Liu Ling Zhang 57 3 0 10 Jul 2023
Partial Vessels Annotation-based Coronary Artery Segmentation with Self-training and Prototype Learning Zheng Zhang Xiaolei Zhang Yaolei Qi Guanyu Yang 42 3 0 10 Jul 2023
K-Space-Aware Cross-Modality Score for Synthesized Neuroimage Quality Assessment Guoyang Xie Jinbao Wang Yawen Huang Jiayi Lyu Feng Zheng Yefeng Zheng Yaochu Jin 59 0 0 10 Jul 2023
Understanding the Efficacy of U-Net & Vision Transformer for Groundwater Numerical Modelling M. L. Taccari O. Ovadia He Wang Adar Kahana Xiaohui Chen P. Jimack 75 2 0 08 Jul 2023