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
Translating Imaging to Genomics: Leveraging Transformers for Predictive Modeling Aiman Farooq Deepak Mishra Santanu Chaudhury MedIm 48 0 0 01 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 82 3 0 31 Jul 2024
MSA $^2$ Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Sina Ghorbani Kolahi S. K. Chaharsooghi Toktam Khatibi Afshin Bozorgpour Reza Azad Moein Heidari Ilker Hacihaliloglu Dorit Merhof 74 0 0 31 Jul 2024
Force Sensing Guided Artery-Vein Segmentation via Sequential Ultrasound Images Yimeng Geng Gaofeng Meng Ya-Ting Chan Guanglin Cao Mingyang Zhao Jianbo Zhao Chiou-Ting Hsu 29 0 0 31 Jul 2024
MIST: A Simple and Scalable End-To-End 3D Medical Imaging Segmentation Framework Jingyao Wu Evan Lim T. Dang Brayden Mi Alex Balsells V. Sethu Caroline Chung Beatrice Riviere David T. Fuentes VLM 72 5 0 31 Jul 2024
Adaptive Mix for Semi-Supervised Medical Image Segmentation Zhiqiang Shen Peng Cao Junming Su Jinzhu Yang Osmar R. Zaiane 154 0 0 31 Jul 2024
An Explainable Vision Transformer with Transfer Learning Combined with Support Vector Machine Based Efficient Drought Stress Identification A. K. Patra Ankit Varshney Lingaraj Sahoo 51 1 0 31 Jul 2024
Polyp segmentation in colonoscopy images using DeepLabV3++ A. Muzahidul Islam Sadia Shakiba Bhuiyan Mysun Mashira Md. Rayhan Ahmed Salekul Islam Swakkhar Shatabda 142 2 0 27 Jul 2024
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation Zunaira Rauf Abdul Rehman Khan Asifullah Khan MedIm ViT 58 0 0 27 Jul 2024
A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention João D. Nunes D. Montezuma Domingos Oliveira Tania Pereira Jaime S. Cardoso 92 1 0 26 Jul 2024
Unsupervised Training of Neural Cellular Automata on Edge Devices John Kalkhof Amin Ranem Anirban Mukhopadhyay 57 2 0 25 Jul 2024
CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation Xiao Liu Peng Gao Tao Yu Fei Wang Ruyue Yuan MedIm ViT 75 21 0 25 Jul 2024
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation Dinh-Phu Tran Quoc-Anh Nguyen Van-Truong Pham Thi-Thao Tran ViT MedIm 65 6 0 24 Jul 2024
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution Dinh Phu Tran Dao Duy Hung Daeyoung Kim SupR 67 0 0 23 Jul 2024
Mamba meets crack segmentation Zhili He Yuhao Wang Mamba 107 3 0 22 Jul 2024
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation Weiping Ding Sheng Geng Haipeng Wang Jiashuang Huang Tianyi Zhou MedIm 64 7 0 22 Jul 2024
Deep multimodal saliency parcellation of cerebellar pathways: linking microstructure and individual function through explainable multitask learning Ari Tchetchenian L. Zekelman Yuqian Chen J. Rushmore Fan Zhang ... N. Makris Yogesh Rathi Erik H. W. Meijering Yang Song L. O’Donnell 76 1 0 21 Jul 2024
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM Navyansh Mahla Annie D'souza Shubh Gupta B. Kanekar Kshitij S. Jadhav VLM MedIm 71 2 0 21 Jul 2024
Representing Topological Self-Similarity Using Fractal Feature Maps for Accurate Segmentation of Tubular Structures Jiaxing Huang Yanfeng Zhou Yaoru Luo Guole Liu Heng Guo Ge Yang MedIm 104 6 0 20 Jul 2024
Frontiers of Deep Learning: From Novel Application to Real-World Deployment Rui Xie VLM 76 1 0 19 Jul 2024
De-LightSAM: Modality-Decoupled Lightweight SAM for Generalizable Medical Segmentation Qing Xu Jiaxuan Li Xiangjian He Ziyu Liu Zhen Chen Wenting Duan Chenxin Li Maggie M. He Fiseha B. Tesema W. Cheah MedIm VLM 105 0 0 19 Jul 2024
Tree semantic segmentation from aerial image time series Venkatesh Ramesh Arthur Ouaknine David Rolnick 44 0 0 18 Jul 2024
The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation Muyang Qiu Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 115 4 0 16 Jul 2024
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture Donghee Kim Sungduk Cho Hyeonwoo Cho Chanmin Park Jinyoung Kim Won Hwa Kim 96 0 0 15 Jul 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation Lin Zhang Wenbo Gao Jie Yi Yunyun Yang 130 0 0 14 Jul 2024
SS-SfP:Neural Inverse Rendering for Self Supervised Shape from (Mixed) Polarization Ashish Tiwari Shanmuganathan Raman MDE 93 1 0 12 Jul 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 118 11 0 11 Jul 2024
SliceMamba with Neural Architecture Search for Medical Image Segmentation Chao Fan Hongyuan Yu Yan Huang Liang Wang Zhenghan Yang Xibin Jia Mamba 70 1 0 11 Jul 2024
Brain Tumor Segmentation in MRI Images with 3D U-Net and Contextual Transformer Thien-Qua T. Nguyen Hieu-Nghia Nguyen Thanh-Hieu Bui Thien B. Nguyen-Tat V. M. Ngo ViT MedIm 75 2 0 11 Jul 2024
FairDiff: Fair Segmentation with Point-Image Diffusion Wenyi Li Haoran Xu Guiyu Zhang Huan-ang Gao Mingju Gao Mengyu Wang Hao Zhao MedIm 122 11 0 08 Jul 2024
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models Chun-Mei Feng MedIm DiffM 56 9 0 07 Jul 2024
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation Renqi Chen Xinzhe Zheng Haoyang Su Kehan Wu 52 0 0 05 Jul 2024
HyperSpace: Hypernetworks for spacing-adaptive image segmentation Samuel Joutard Maximilian Pietsch Raphael Prevost 75 4 0 04 Jul 2024
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Tao Chen Chenhui Wang Zhihao Chen Yiming Lei Hongming Shan MedIm 93 14 0 03 Jul 2024
LMBF-Net: A Lightweight Multipath Bidirectional Focal Attention Network for Multifeatures Segmentation Tariq M Khan Shahzaib Iqbal Syed S. Naqvi Imran Razzak Erik H. W. Meijering 63 5 0 03 Jul 2024
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling Minghao Zhou Hong Wang Yefeng Zheng Deyu Meng 226 2 0 02 Jul 2024
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Tianrun Chen Chaotao Ding Lanyun Zhu Tao Xu Deyi Ji Yan Wang Ying Zang Ziyue Li MedIm Mamba 107 15 0 01 Jul 2024
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies Ivan Drokin 114 24 0 01 Jul 2024
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation Guanghao Zhu Jing Zhang Juanxiu Liu Xiaohui Du Ruqian Hao Yong Liu Lin Liu 62 0 0 28 Jun 2024
LiverUSRecon: Automatic 3D Reconstruction and Volumetry of the Liver with a Few Partial Ultrasound Scans Kaushalya Sivayogaraj S. T. Guruge Udari A. Liyanage Jeevani Udupihille Saroj Jayasinghe Gerard Fernando Ranga Rodrigo M. R. Liyanaarachchi 77 0 0 27 Jun 2024
Structural Attention: Rethinking Transformer for Unpaired Medical Image Synthesis Vu Minh Hieu Phan Yutong Xie Bowen Zhang Yuankai Qi Zhibin Liao Antonios Perperidis Son Lam Phung Johan Verjans Minh-Son To MedIm 114 6 0 27 Jun 2024
Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse Process Tianyu Lin Zhiguang Chen Zhonghao Yan Weijiang Yu Fudan Zheng MedIm 64 9 0 26 Jun 2024
EFCNet: Every Feature Counts for Small Medical Object Segmentation Lingjie Kong Qiaoling Wei Chengming Xu Han Chen Yanwei Fu 66 0 0 26 Jun 2024
Depth-Driven Geometric Prompt Learning for Laparoscopic Liver Landmark Detection Jialun Pei Ruize Cui Yaoqian Li Weixin Si Jing Qin Pheng-Ann Heng 84 6 0 25 Jun 2024
Medical Image Segmentation Using Directional Window Attention Daniya Najiha Abdul Kareem Mustansar Fiaz Noa Novershtern Hisham Cholakkal ViT MedIm 178 3 0 25 Jun 2024
Vision Mamba-based autonomous crack segmentation on concrete, asphalt, and masonry surfaces Zhaohui Chen Elyas Asadi Shamsabadi Sheng Jiang Luming Shen Daniel Dias-da-Costa Mamba 78 4 0 24 Jun 2024
Skip and Skip: Segmenting Medical Images with Prompts Jiawei Chen Dingkang Yang Yuxuan Lei Lihua Zhang MedIm 63 0 0 21 Jun 2024
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation Wenhui Zhu Xiwen Chen Peijie Qiu Mohammad Farazi Aristeidis Sotiras Abolfazl Razi Yalin Wang SSeg SSL 69 11 0 21 Jun 2024
CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation Tingwei Liu Miao Zhang Leiye Liu Jialong Zhong Shuyao Wang Yongri Piao Huchuan Lu MedIm DiffM 68 3 0 20 Jun 2024
CU-Net: a U-Net architecture for efficient brain-tumor segmentation on BraTS 2019 dataset Qimin Zhang Weiwei Qi Huili Zheng Xinyu Shen 91 32 0 19 Jun 2024