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
Semi-supervised Learning with Robust Loss in Brain Segmentation Hedong Zhang Anand A. Joshi OOD 55 0 0 03 Dec 2022
Multi-scale Transformer Network with Edge-aware Pre-training for Cross-Modality MR Image Synthesis Yonghao Li Tao Zhou Kelei He Yi Zhou Dinggang Shen ViT MedIm 58 29 0 02 Dec 2022
Reliable Joint Segmentation of Retinal Edema Lesions in OCT Images Meng Wang Kai-An Yu Chun-Mei Feng K. Zou Yanyu Xu Qingquan Meng Rick Siow Mong Goh Yong Liu Huazhu Fu MedIm 93 3 0 01 Dec 2022
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation Florinel-Alin Croitoru Nicolae-Cătălin Ristea D. Dascalescu Radu Tudor Ionescu Fahad Shahbaz Khan M. Shah 111 2 0 28 Nov 2022
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation Shaolei Liu Siqi Yin Linhao Qu Manning Wang OOD 118 13 0 28 Nov 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 127 320 0 27 Nov 2022
Rethinking Alignment and Uniformity in Unsupervised Image Semantic Segmentation Daoan Zhang Chenming Li Haoquan Li Wen-Fong Huang Lingyun Huang Jianguo Zhang 89 20 0 26 Nov 2022
UperFormer: A Multi-scale Transformer-based Decoder for Semantic Segmentation Jing Xu W. Shi Pan Gao Zhengwei Wang Qizhu Li ViT 27 2 0 25 Nov 2022
Joint nnU-Net and Radiomics Approaches for Segmentation and Prognosis of Head and Neck Cancers with PET/CT images Hui Xu Yi-hong Li Wei Zhao G. Quellec Lijun Lu M. Hatt 41 3 0 18 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 61 21 0 16 Nov 2022
ConvFormer: Combining CNN and Transformer for Medical Image Segmentation Pengfei Gu Yejia Zhang Chaoli Wang Da Chen ViT MedIm 43 16 0 15 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey Amirhossein Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz Ilker Hacihaliloglu Dorit Merhof DiffM MedIm 137 398 0 14 Nov 2022
BiViT: Extremely Compressed Binary Vision Transformer Yefei He Zhenyu Lou Luoming Zhang Jing Liu Weijia Wu Hong Zhou Bohan Zhuang ViT MQ 71 28 0 14 Nov 2022
Learning from partially labeled data for multi-organ and tumor segmentation Yutong Xie Jianpeng Zhang Yong-quan Xia Chunhua Shen MedIm ViT 83 20 0 13 Nov 2022
Joint Deep Learning for Improved Myocardial Scar Detection from Cardiac MRI Jiarui Xing Shuo Wang K. Bilchick Amit R. Patel Miaomiao Zhang 26 2 0 11 Nov 2022
A Comprehensive Survey of Transformers for Computer Vision Sonain Jamil Md. Jalil Piran Oh-Jin Kwon ViT 78 54 0 11 Nov 2022
RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora ViT MedIm 81 33 0 09 Nov 2022
Generalizability of Deep Adult Lung Segmentation Models to the Pediatric Population: A Retrospective Study S. Rajaraman Feng Yang Ghada Zamzmi Z. Xue Sameer Kiran Antani 50 0 0 04 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 102 148 0 03 Nov 2022
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model Junde Wu Rao Fu Huihui Fang Yu Zhang Yehui Yang Haoyi Xiong Huiying Liu Yanwu Xu MedIm VLM DiffM 244 254 0 01 Nov 2022
Foreign Object Debris Detection for Airport Pavement Images based on Self-supervised Localization and Vision Transformer Travis J. E. Munyer D. Brinkman Agnibh Dasgupta Chenyu Huang Iason Konstantzos 29 9 0 30 Oct 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 81 51 0 30 Oct 2022
Hyper-Connected Transformer Network for Multi-Modality PET-CT Segmentation Lei Bi M. Fulham Shaoli Song David Dagan Feng Jinman Kim MedIm ViT 23 1 0 28 Oct 2022
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture Jiansen Guo Hong-Yu Zhou Liansheng Wang Yizhou Yu 55 30 0 27 Oct 2022
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review M. Jafari A. Shoeibi Marjane Khodatars Navid Ghassemi Parisa Moridian ... Yu-Dong Zhang Shui-Hua Wang Juan M Gorriz Hamid Alinejad-Rokny U. Acharya 80 0 0 26 Oct 2022
MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation Jiacheng Ruan Mingye Xie Suncheng Xiang Ting Liu Yuzhuo Fu ViT 104 13 0 25 Oct 2022
Geo-SIC: Learning Deformable Geometric Shapes in Deep Image Classifiers Jian Wang Miaomiao Zhang 82 10 0 25 Oct 2022
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network Fenghe Tang Lingtao Wang C. Ning Min Xian Jianrui Ding 97 65 0 24 Oct 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 82 62 0 23 Oct 2022
Transformers For Recognition In Overhead Imagery: A Reality Check Francesco Luzi Aneesh Gupta L. Collins Kyle Bradbury Jordan M. Malof ViT 79 4 0 23 Oct 2022
Diversity-Promoting Ensemble for Medical Image Segmentation Mariana-Iuliana Georgescu Radu Tudor Ionescu A. Miron 71 20 0 22 Oct 2022
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images Xiaoyu Pan Huazheng Zhu Jinglong Du Guang-qin Hu Baoru Han Yuanyuan Jia 74 1 0 22 Oct 2022
Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology Oliver Ester Fabian Horst C. Seibold J. Keyl Saskia Ting ... P. Ivanyi Viktor Grünwald J. Bräsen Jan Egger Jens Kleesiek 51 9 0 21 Oct 2022
MGTUNet: An new UNet for colon nuclei instance segmentation and quantification Liangrui Pan Lian-min Wang Mingting Liu Zhujun Xu Liwen Xu Shaoliang Peng 54 2 0 20 Oct 2022
Optimizing Vision Transformers for Medical Image Segmentation Qianying Liu Chaitanya Kaul Jun Wang Christos Anagnostopoulos Roderick Murray-Smith Fani Deligianni ViT MedIm 139 21 0 14 Oct 2022
U-HRNet: Delving into Improving Semantic Representation of High Resolution Network for Dense Prediction Jian Wang Xiang Long Guowei Chen Zewu Wu Zeyu Chen Errui Ding SSeg 62 11 0 13 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P French Guoping Qiu Xin Chen ViT MedIm 90 8 0 13 Oct 2022
A Generalist Framework for Panoptic Segmentation of Images and Videos Ting-Li Chen Lala Li Saurabh Saxena Geoffrey E. Hinton David J. Fleet VGen MLLM 121 104 0 12 Oct 2022
Memory transformers for full context and high-resolution 3D Medical Segmentation Loic Themyr Clément Rambour Nicolas Thome Toby Collins Alexandre Hostettler ViT MedIm 53 5 0 11 Oct 2022
Deep Fourier Up-Sampling Man Zhou Huikang Yu Jie Huang Fengmei Zhao Liang Feng Chen Change Loy Deyu Meng Chongyi Li OOD 82 56 0 11 Oct 2022
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners Tianyi Liu Size Hou Jiayu Zhu Zilong Zhao Haochuan Jiang MedIm 69 2 0 11 Oct 2022
LAPFormer: A Light and Accurate Polyp Segmentation Transformer Mai Nguyen Tu Bui Quan Nguyen T. Nguyen Toan Van Pham ViT 3DV MedIm 140 4 0 10 Oct 2022
FocalUNETR: A Focal Transformer for Boundary-aware Segmentation of CT Images Chengyin Li Yao Qiang Vikram Goddla H. Bagher-Ebadian Prashant Khanduri I. Chetty D. Zhu ViT MedIm 72 9 0 06 Oct 2022
Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images Tom-Lukas Breitkopf Leonard Hackel Mahdyar Ravanbakhsh A. Cooke Sandra Willkommen S. Broda Begum Demir Technische Universitat Berlin AI4CE 24 3 0 05 Oct 2022
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis Benjamin Lambert Florence Forbes A. Tucholka Senan Doyle Harmonie Dehaene M. Dojat 110 90 0 05 Oct 2022
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift Yijun Dong Yuege Xie Rachel A. Ward OOD 78 1 0 04 Oct 2022
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation Yuncheng Jiang Zixun Zhang Shixi Qin Yao Guo Zhuguo Li Shuguang Cui 73 14 0 04 Oct 2022
Introducing Vision Transformer for Alzheimer's Disease classification task with 3D input Zilun Zhang Farzad Khalvati MedIm ViT 47 10 0 03 Oct 2022
Détection de petites cibles par apprentissage profond et critère a contrario Alina Ciocarlan S. L. Hégarat-Mascle S. Lefebvre Clara Barbanson AAML 25 0 0 03 Oct 2022
Cascaded Multi-Modal Mixing Transformers for Alzheimer's Disease Classification with Incomplete Data Linfeng Liu Siyu Liu Lu Zhang X. To F. Nasrallah Shekhar S. Chandra MedIm 60 58 0 01 Oct 2022