Title
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers Tobias Christian Nauen Sebastián M. Palacio Federico Raue Andreas Dengel 124 4 0 18 Aug 2023
Continual Hippocampus Segmentation with Transformers Amin Ranem Camila González Anirban Mukhopadhyay MedIm CLL 58 16 0 17 Apr 2022
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation Ali Hatamizadeh Ziyue Xu Dong Yang Wenqi Li H. Roth Daguang Xu ViT MedIm 68 29 0 01 Apr 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 123 1,135 0 04 Jan 2022
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer Xiangde Luo Minhao Hu Tao Song Guotai Wang Shaoting Zhang ViT MedIm 58 206 0 09 Dec 2021
MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification Jingye Chen Jieneng Chen Zongwei Zhou Bin Li Alan Yuille Yongyi Lu ViT MedIm 43 17 0 03 Dec 2021
Diabetic Foot Ulcer Grand Challenge 2021: Evaluation and Summary B. Cassidy Connah Kendrick N. Reeves Joseph M Pappachan C. O'Shea D. Armstrong Moi Hoon Yap 29 22 0 19 Nov 2021
Convolutional Nets Versus Vision Transformers for Diabetic Foot Ulcer Classification Adrian Galdran G. Carneiro M. A. G. Ballester UQCV MedIm 30 20 0 12 Nov 2021
Mixed Transformer U-Net For Medical Image Segmentation Hongyi Wang Shiao Xie Lanfen Lin Yutaro Iwamoto X. Han Yenwei Chen Ruofeng Tong ViT MedIm 64 252 0 08 Nov 2021
Vision Transformer based COVID-19 Detection using Chest X-rays Koushik Sivarama Krishnan Karthik Sivarama Krishnan ViT MedIm 65 57 0 09 Oct 2021
Eformer: Edge Enhancement based Transformer for Medical Image Denoising Achleshwar Luthra Harsh Sulakhe Tanish Mittal Abhishek Iyer Santosh Kumar Yadav ViT MedIm 61 83 0 16 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 141 184 0 15 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 87 332 0 07 Sep 2021
Pulmonary Disease Classification Using Globally Correlated Maximum Likelihood: an Auxiliary Attention mechanism for Convolutional Neural Networks E. Verenich Tobias Martin Alvaro Velasquez Nazar Khan Faraz Hussain 59 3 0 01 Sep 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 195 2,956 0 23 Aug 2021
Is it Time to Replace CNNs with Transformers for Medical Images? Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith ViT OOD MedIm 72 148 0 20 Aug 2021
CycleMLP: A MLP-like Architecture for Dense Prediction Shoufa Chen Enze Xie Chongjian Ge Runjian Chen Ding Liang Ping Luo 135 234 0 21 Jul 2021
AS-MLP: An Axial Shifted MLP Architecture for Vision Dongze Lian Zehao Yu Xing Sun Shenghua Gao 120 191 0 18 Jul 2021
A hybrid deep learning framework for Covid-19 detection via 3D Chest CT Images Shuang Liang 3DPC MedIm 27 7 0 08 Jul 2021
Scopeformer: n-CNN-ViT Hybrid Model for Intracranial Hemorrhage Classification Yassine Barhoumi Ghulam Rasool MedIm 39 18 0 07 Jul 2021
COVID-VIT: Classification of COVID-19 from CT chest images based on vision transformer models Xiaohong W. Gao Y. Qian Alice Gao MedIm 26 72 0 04 Jul 2021
UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation Yunhe Gao Mu Zhou Dimitris N. Metaxas MedIm ViT 81 430 0 02 Jul 2021
E-DSSR: Efficient Dynamic Surgical Scene Reconstruction with Transformer-based Stereoscopic Depth Perception Yonghao Long Zhaoshuo Li C. Yee Chi-Fai Ng Russell H. Taylor Mathias Unberath Qi Dou MedIm 71 63 0 01 Jul 2021
Multi-modal Graph Learning for Disease Prediction Shuai Zheng Zhenfeng Zhu Zhizhe Liu Zhenyu Guo Yang Liu Yao Zhao 71 103 0 01 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 94 351 0 30 Jun 2021
Multi-Compound Transformer for Accurate Biomedical Image Segmentation Yuanfeng Ji Ruimao Zhang Huijie Wang Zhen Li Lingyun Wu Shaoting Zhang Ping Luo ViT MedIm 63 136 0 28 Jun 2021
VOLO: Vision Outlooker for Visual Recognition Li-xin Yuan Qibin Hou Zihang Jiang Jiashi Feng Shuicheng Yan ViT 116 327 0 24 Jun 2021
Instance-based Vision Transformer for Subtyping of Papillary Renal Cell Carcinoma in Histopathological Image Zeyu Gao Bangyang Hong Xianli Zhang Yang Li Chang Jia Jialun Wu Chunbao Wang Deyu Meng Chen Li MedIm 68 58 0 23 Jun 2021
More than Encoder: Introducing Transformer Decoder to Upsample Yijiang Li Wentian Cai Ying Gao Chengming Li Xiping Hu ViT MedIm 55 55 0 20 Jun 2021
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Ai-Jun Lin Bingzhi Chen Jiayu Xu Zheng Zhang Guangming Lu ViT MedIm 74 634 0 12 Jun 2021
Graph Neural Networks in Network Neuroscience Alaa Bessadok Mohamed Ali Mahjoub I. Rekik GNN 76 182 0 07 Jun 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 101 679 0 02 Jun 2021
PTNet: A High-Resolution Infant MRI Synthesizer Based on Transformer Xuzhe Zhang Xinzi He Jia Guo Nabil Ettehadi Natalie Aw David P. Semanek J. Posner Andrew F. Laine Yun Wang ViT MedIm 48 25 0 28 May 2021
POCFormer: A Lightweight Transformer Architecture for Detection of COVID-19 Using Point of Care Ultrasound Shehan Perera S. Adhikari Alper Yilmaz MedIm 54 30 0 20 May 2021
Progressively Normalized Self-Attention Network for Video Polyp Segmentation Ge-Peng Ji Yu-Cheng Chou Deng-Ping Fan Geng Chen Huazhu Fu Debesh Jha Ling Shao ViT 67 140 0 18 May 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 141 2,922 0 12 May 2021
ResMLP: Feedforward networks for image classification with data-efficient training Hugo Touvron Piotr Bojanowski Mathilde Caron Matthieu Cord Alaaeldin El-Nouby ... Gautier Izacard Armand Joulin Gabriel Synnaeve Jakob Verbeek Hervé Jégou VLM 80 667 0 07 May 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 441 2,689 0 04 May 2021
Shoulder Implant X-Ray Manufacturer Classification: Exploring with Vision Transformer Meng Zhou Shanglin Mo MedIm 18 13 0 15 Apr 2021
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration Junyu Chen Yufan He Eric C. Frey Ye Li Yong Du ViT MedIm 74 186 0 13 Apr 2021
Multi-view analysis of unregistered medical images using cross-view transformers Gijs van Tulder Yao Tong E. Marchiori ViT 91 59 0 21 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 189 1,614 0 18 Mar 2021
Vision Transformer for COVID-19 CXR Diagnosis using Chest X-ray Feature Corpus Sangjoon Park Gwanghyun Kim Y. Oh J. Seo Sang Min Lee Jin Hwan Kim Sungjun Moon Jae-Kwang Lim J. C. Ye ViT MedIm 71 33 0 12 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 94 729 0 07 Mar 2021
OperA: Attention-Regularized Transformers for Surgical Phase Recognition Tobias Czempiel Magdalini Paschali D. Ostler S. T. Kim Benjamin Busam Nassir Navab MedIm 82 89 0 05 Mar 2021
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation Boxiang Yun Yan Wang Jieneng Chen Huiyu Wang Wei Shen Qingli Li ViT MedIm 83 50 0 05 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 86 502 0 04 Mar 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 108 998 0 21 Feb 2021
Exploring Transformers in Natural Language Generation: GPT, BERT, and XLNet M. O. Topal Anil Bas Imke van Heerden LLMAG AI4CE 63 91 0 16 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 260 926 0 16 Feb 2021