TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

ArXiv (abs)PDF HTML Github (2787★)

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

50 / 1,040 papers shown

Title
UT-Net: Combining U-Net and Transformer for Joint Optic Disc and Cup Segmentation and Glaucoma Detection Rukhshanda Hussain Hritam Basak ViT MedIm 71 7 0 08 Mar 2023
MetaMorph: Learning Metamorphic Image Transformation With Appearance Changes Jian Wang Jiarui Xing Jason Druzgal W. Wells Miaomiao Zhang MedIm 75 4 0 08 Mar 2023
FCN+: Global Receptive Convolution Makes FCN Great Again Zhongying Deng Xiaoyu Ren Jin Ye Junjun He Dongxu Yang 196 1 0 08 Mar 2023
MiShape: 3D Shape Modelling of Mitochondria in Microscopy Abhinanda R. Punnakkal Suyog Jadhav Alexander Horsch Krishna Agarwal Dilip K. Prasad 74 1 0 02 Mar 2023
$Deep-NFA: a Deep $\textit{a contrario}$ Framework for Small Object Detection$ Deep-NFA: a Deep $\textit{a contrario}$ Framework for Small Object Detection Alina Ciocarlan S. L. Hégarat-Mascle S. Lefebvre Arnaud Woiselle ObjD 47 9 0 02 Mar 2023
Coarse-to-Fine Covid-19 Segmentation via Vision-Language Alignment Dandan Shan Zihan Li Wentao Chen Qingde Li Jie Tian Qingqi Hong 87 9 0 01 Mar 2023
Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Jiayue Zhao Yonghong Shi Zhijian Song 80 7 0 01 Mar 2023
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation Lichao Wang Jiahao Huang Xiaodan Xing Guang Yang 23 2 0 28 Feb 2023
EDMAE: An Efficient Decoupled Masked Autoencoder for Standard View Identification in Pediatric Echocardiography Yiman Liu Xiaoxiang Han Tongtong Liang Bin Dong Jiajun Yuan Menghan Hu Qiaohong Liu Jiangang Chen Qingli Li Yuqi Zhang 72 14 0 27 Feb 2023
SATBA: An Invisible Backdoor Attack Based On Spatial Attention Huasong Zhou Xiaowei Xu Zhenyu Wang Leon Bevan Bullock AAML 75 2 0 25 Feb 2023
PLU-Net: Extraction of multi-scale feature fusion Weihu Song 3DPC SSeg 49 6 0 23 Feb 2023
A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness Huaqi Tao Bing Liu Jinqiang Cui Kuanqi Cai ViT 139 27 0 23 Feb 2023
Video-SwinUNet: Spatio-temporal Deep Learning Framework for VFSS Instance Segmentation Cheng Zeng Xinyu Yang D. Smithard Majid Mirmehdi A. Gambaruto T. Burghardt ViT 52 6 0 22 Feb 2023
SF2Former: Amyotrophic Lateral Sclerosis Identification From Multi-center MRI Data Using Spatial and Frequency Fusion Transformer Rafsanjany Kushol Collin C. Luk Avyarthana Dey M. Benatar H. Briemberg ... R. Welsh A. Wilman L. Zinman S. Kalra Yee-Hong Yang MedIm 51 11 0 21 Feb 2023
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and Deblurring Zhihao Chen Chuang Niu Qi Gao Ge Wang Hongming Shan MedIm ViT 3DV 130 21 0 21 Feb 2023
Lightweight Real-time Semantic Segmentation Network with Efficient Transformer and CNN Guoan Xu Juncheng Li Guangwei Gao Huimin Lu Jian Yang Dong Yue ViT 99 67 0 21 Feb 2023
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism Haopeng Kuang Dingkang Yang Shunli Wang Xiaoying Wang Lihua Zhang MedIm 53 12 0 20 Feb 2023
Self-supervised Registration and Segmentation of the Ossicles with A Single Ground Truth Label Yike Zhang J. Noble 63 8 0 15 Feb 2023
DualStreamFoveaNet: A Dual Stream Fusion Architecture with Anatomical Awareness for Robust Fovea Localization Sifan Song Jinfeng Wang Zilong Wang Jionglong Su Xiucai Ding K. Dang MedIm 43 0 0 14 Feb 2023
Complex Network for Complex Problems: A comparative study of CNN and Complex-valued CNN S. Chatterjee Pavan Tummala Oliver Speck A. Nürnberger 66 10 0 09 Feb 2023
Optimized Hybrid Focal Margin Loss for Crack Segmentation Jiajie Chen 57 1 0 09 Feb 2023
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation Yuhui Zhang Shihua Huang Zhengping Zhou M. Lungren Serena Yeung ViT MedIm 68 11 0 08 Feb 2023
WF-UNet: Weather Fusion UNet for Precipitation Nowcasting Christos Kaparakis S. Mehrkanoon 64 4 0 08 Feb 2023
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images Gary Y. Li Junyu Chen Se-In Jang Kuang Gong Quanzheng Li ViT MedIm 87 14 0 08 Feb 2023
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective Chenyu You Weicheng Dai Yifei Min Fenglin Liu David Clifton S. Kevin Zhou Lawrence H. Staib James S Duncan 104 71 0 03 Feb 2023
Continuous U-Net: Faster, Greater and Noiseless Chunyang Cheng Christina Runkel Lihao Liu Raymond H. F. Chan Carola-Bibiane Schönlieb Angelica I Aviles-Rivero SSeg 80 10 0 01 Feb 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 79 15 0 28 Jan 2023
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction Shuo Zhang ViT 68 0 0 26 Jan 2023
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach Reza Azad Yiwei Jia Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof ViT MedIm 58 27 0 25 Jan 2023
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer Junde Wu Rao Fu Huihui Fang Min Xu Yu Zhang Yanwu Xu DiffM MedIm 113 174 0 19 Jan 2023
Curvilinear object segmentation in medical images based on ODoS filter and deep learning network Yuanyuan Peng Lin Pan Pengpeng Luan Hongbin Tu Xiong Li MedIm 64 15 0 18 Jan 2023
Cooperation Learning Enhanced Colonic Polyp Segmentation Based on Transformer-CNN Fusion Yuanyuan Wang Zhaohong Deng Qiongdan Lou Shudong Hu K. Choi Shitong Wang ViT MedIm 54 4 0 17 Jan 2023
RCPS: Rectified Contrastive Pseudo Supervision for Semi-Supervised Medical Image Segmentation Xiangyun Zhao Zengxin Qi Sheng Wang Qian Wang Xuehai Wu Ying Mao Lichi Zhang 65 40 0 13 Jan 2023
An atrium segmentation network with location guidance and siamese adjustment Yu Xie Zhiyong Zhang Shaolong Chen Changzhen Qiu 3DPC MedIm 48 0 0 11 Jan 2023
Biomedical Image Reconstruction: A Survey Samuel Cahyawijaya 62 1 0 04 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 145 211 0 02 Jan 2023
MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery Duowen Chen Yunhao Bai Wei Shen Qingli Li Lequan Yu Yan Wang 47 27 0 29 Dec 2022
OrthoGAN:High-Precision Image Generation for Teeth Orthodontic Visualization Feihong Shen Jingjing Liu Hai-Zhen Li B. Fang Chenglong Ma Jinxiang Hao Yang Feng Youyi Zheng Youyi Zheng MedIm DiffM 215 1 0 29 Dec 2022
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation Reza Azad René Arimond Ehsan Khodapanah Aghdam Amirhosein Kazerouni Dorit Merhof ViT MedIm 93 80 0 27 Dec 2022
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Feilong Tang Qingming Huang Jinfeng Wang Xianxu Hou Jionglong Su Jingxin Liu ViT MedIm 78 55 0 21 Dec 2022
Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation Mohammadreza Naderi Mohammad H. Givkashi F. Piri N. Karimi S. Samavi ViT MedIm 106 14 0 19 Dec 2022
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 48 4 0 17 Dec 2022
DQnet: Cross-Model Detail Querying for Camouflaged Object Detection Wei Sun Chengao Liu Linyan Zhang Yu Li Pengxu Wei Chang-rui Liu J. Zou Jianbin Jiao QiXiang Ye 84 6 0 16 Dec 2022
Full Contextual Attention for Multi-resolution Transformers in Semantic Segmentation Loic Themyr Clément Rambour Nicolas Thome Toby Collins Alexandre Hostettler ViT 49 10 0 15 Dec 2022
Two-stage Contextual Transformer-based Convolutional Neural Network for Airway Extraction from CT Images Yanan Wu Shuiqing Zhao Shouliang Qi Jie Feng H. Pang ... Long Bai Meng-Yi Li Shuyue Xia W. Qian Hongliang Ren ViT MedIm 81 26 0 15 Dec 2022
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Malo Alefsen de Boisredon dÁssier Eugene Vorontsov Samuel Kadoury MedIm 86 2 0 14 Dec 2022
YoloCurvSeg: You Only Label One Noisy Skeleton for Vessel-style Curvilinear Structure Segmentation Li Lin Linkai Peng Huaqing He Pujin Cheng Jiewei Wu Kenneth K. Y. Wong Xiaoying Tang 105 15 0 11 Dec 2022
Cross-Domain Synthetic-to-Real In-the-Wild Depth and Normal Estimation for 3D Scene Understanding Jay Bhanushali Manivannan Muniyandi Praneeth Chakravarthula 3DPC ViT 69 2 0 09 Dec 2022
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming-Hsuan Yang Fahad Shahbaz Khan MedIm 132 160 0 08 Dec 2022
Group Generalized Mean Pooling for Vision Transformer ByungSoo Ko Han-Gyu Kim Byeongho Heo Sangdoo Yun Sanghyuk Chun Geonmo Gu Wonjae Kim ViT 88 1 0 08 Dec 2022