MedViT: A Robust Vision Transformer for Generalized Medical Image Classification

19 February 2023

Papers citing "MedViT: A Robust Vision Transformer for Generalized Medical Image Classification"

50 / 50 papers shown

Title
CheX-DS: Improving Chest X-ray Image Classification with Ensemble Learning Based on DenseNet and Swin Transformer Xinran Li Yu Liu Xiujuan Xu Xiaowei Zhao ViT MedIm 12 0 0 16 May 2025
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation Badhan Kumar Das Ajay Singh Gengyan Zhao Han Liu Thomas J. Re Dorin Comaniciu Eli Gibson Andreas Maier ViT MedIm 26 0 0 13 May 2025
The Application of Deep Learning for Lymph Node Segmentation: A Systematic Review Jingguo Qu Xinyang Han Man-Lik Chui Yao Pu Simon Takadiyi Gunda ... Jing Qin Ann Dorothy King Winnie Chiu-Wing Chu J. Cai Michael Tin-Cheung Ying 31 0 0 09 May 2025
DCS-ST for Classification of Breast Cancer Histopathology Images with Limited Annotations Liu Suxing Byungwon Min 40 0 0 06 May 2025
Scaling Federated Learning Solutions with Kubernetes for Synthesizing Histopathology Images Andrei Preda Iulian-Marius Taiatu Dumitru-Clementin Cercel FedML MedIm 31 0 0 05 Apr 2025
Dynamic Accumulated Attention Map for Interpreting Evolution of Decision-Making in Vision Transformer Yi Liao Yongsheng Gao Weichuan Zhang 46 1 0 18 Mar 2025
Distilling Knowledge into Quantum Vision Transformers for Biomedical Image Classification Thomas Boucher Evangelos B. Mazomenos 46 0 0 10 Mar 2025
CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models Wei Dai Peilin Chen Malinda Lu Daniel Li Haowen Wei Hejie Cui Paul Pu Liang LM&MA 56 1 0 09 Mar 2025
A Non-contrast Head CT Foundation Model for Comprehensive Neuro-Trauma Triage Y. Yoo Bogdan Georgescu Yunke Zhang Sasa Grbic Han Liu ... S. Nicolaou P. Sanelli Thomas J. Schroeppel Yvonne W. Lui Eli Gibson MedIm 42 0 0 28 Feb 2025
Arrhythmia Classification from 12-Lead ECG Signals Using Convolutional and Transformer-Based Deep Learning Models Andrei Apostol Maria Nutu 60 0 0 25 Feb 2025
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification Zhuoqin Yang Jiansong Zhang Xiaoling Luo Zheng Lu Linlin Shen MedIm 68 2 0 25 Feb 2025
Efficient Lung Ultrasound Severity Scoring Using Dedicated Feature Extractor Jiaqi Guo Yunnan Wu E. Kaimakamis Georgios Petmezas Vasileios E. Papageorgiou N. Maglaveras Aggelos K. Katsaggelos 65 0 0 21 Jan 2025
Self Pre-training with Adaptive Mask Autoencoders for Variable-Contrast 3D Medical Imaging Badhan Kumar Das Gengyan Zhao Han Liu Thomas J. Re Dorin Comaniciu Eli Gibson Andreas Maier ViT MedIm 60 1 0 15 Jan 2025
CoTCoNet: An Optimized Coupled Transformer-Convolutional Network with an Adaptive Graph Reconstruction for Leukemia Detection Chandravardhan Singh Raghaw Arnav Sharma Shubhi Bansal Mohammad Zia Ur Rehman Nagendra Kumar MedIm 44 8 0 11 Oct 2024
OrthoDoc: Multimodal Large Language Model for Assisting Diagnosis in Computed Tomography Youzhu Jin Yichen Zhang LM&MA 41 1 0 30 Aug 2024
Enhanced Cascade Prostate Cancer Classifier in mp-MRI Utilizing Recall Feedback Adaptive Loss and Prior Knowledge-Based Feature Extraction Kun Luo Bowen Zheng Shidong Lv Jie Tao Qiang Wei 21 1 0 19 Aug 2024
Deep Generative Classification of Blood Cell Morphology Simon Deltadahl J. Gilbey C. V. Laer Nancy Boeckx M. Leers ... Nicholas S. Gleadall Carola-Bibiane Schönlieb S. Sivapalaratnam Michael Roberts P. Nachev DiffM MedIm 36 0 0 16 Aug 2024
Enhancing Skin Disease Classification Leveraging Transformer-based Deep Learning Architectures and Explainable AI Jayanth Mohan Arrun Sivasubramanian V. Sowmya Ravi Vinayakumar MedIm 26 4 0 20 Jul 2024
Revolutionizing Traffic Sign Recognition: Unveiling the Potential of Vision Transformers Susano Mingwin Yulong Shisu Yongshuai Wanwag Sunshin Huing 40 2 0 29 Apr 2024
JointViT: Modeling Oxygen Saturation Levels with Joint Supervision on Long-Tailed OCTA Zeyu Zhang Xuyin Qi Mingxi Chen Guangxi Li Ryan Pham ... Zhibin Liao O. Siggs Robert Mclaughlin Jamie Craig Minh Nguyen Nhat To 41 11 0 17 Apr 2024
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification Zhenwei Wang Qiule Sun Bingbing Zhang Pengfei Wang Jianxin Zhang Qiang Zhang VLM 38 1 0 13 Apr 2024
Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness Shadi Alijani Jamil Fayyad H. Najjaran OOD 32 9 0 05 Apr 2024
Improved EATFormer: A Vision Transformer for Medical Image Classification Yulong Shisu Susano Mingwin Yongshuai Wanwag Zengqiang Chenso Sunshin Huing ViT MedIm 32 0 0 19 Mar 2024
RadCLIP: Enhancing Radiologic Image Analysis through Contrastive Language-Image Pre-training Zhixiu Lu Hailong Li Lili He VLM MedIm 40 0 0 15 Mar 2024
Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review Iryna Hartsock Ghulam Rasool 46 62 0 04 Mar 2024
Traffic Sign Recognition Using Local Vision Transformer Ali Farzipour Omid Nejati Manzari S. B. Shokouhi ViT 29 5 0 11 Nov 2023
Capturing Local and Global Features in Medical Images by Using Ensemble CNN-Transformer Javad Mirzapour Kaleybar Hooman Saadat Hooman Khaloo ViT MedIm 21 2 0 03 Nov 2023
Efficient Vision Transformer for Accurate Traffic Sign Detection Javad Mirzapour Kaleybar Hooman Khaloo A. Naghipour ViT 24 1 0 02 Nov 2023
Medi-CAT: Contrastive Adversarial Training for Medical Image Classification Pervaiz Iqbal Khan Andreas Dengel Sheraz Ahmed MedIm 18 3 0 31 Oct 2023
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles Xing Shen Hengguan Huang Brennan Nichyporuk Tal Arbel MedIm 40 4 0 24 Oct 2023
unORANIC: Unsupervised Orthogonalization of Anatomy and Image-Characteristic Features Sebastian Doerrich Francesco Di Salvo C. Ledig 32 3 0 29 Aug 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li Wei Liu Tianming Liu Dinggang Shen LM&MA AI4CE 19 40 0 08 Jun 2023
A Novel Vision Transformer with Residual in Self-attention for Biomedical Image Classification Arun K. Sharma N. Verma ViT MedIm 31 5 0 02 Jun 2023
BiomedGPT: A Unified and Generalist Biomedical Generative Pre-trained Transformer for Vision, Language, and Multimodal Tasks Kai Zhang Jun Yu Eashan Adhikarla Rong-Er Zhou Zhilin Yan ... Xun Chen Yong Chen Quanzheng Li Hongfang Liu Lichao Sun LM&MA MedIm 31 157 0 26 May 2023
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture Davoud Saadati Omid Nejati Manzari S. Mirzakuchaki ViT MedIm 20 15 0 22 Apr 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 29 7 0 20 Apr 2023
CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image Classification Zhao Liu Leizhao Shen ViT 29 7 0 05 Feb 2023
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review Reza Azad A. Kazerouni Moein Heidari Ehsan Khodapanah Aghdam Amir Molaei Yiwei Jia Abin Jose Rijo Roy Dorit Merhof MedIm ViT 35 161 0 09 Jan 2023
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 32 12 0 27 Nov 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat F. Khan Huazhu Fu ViT LM&MA MedIm 111 663 0 24 Jan 2022
Robust deep learning-based semantic organ segmentation in hyperspectral images Silvia Seidlitz Jiansheng Fang Jan Odenthal Berkin Özdemir Huazhu Fu ... Jiang-Dong Liu Martin Wagner Felix Nickel Beat P. Müller-Stich Lena Maier-Hein 32 8 0 09 Nov 2021
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 183 648 0 27 Oct 2021
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 218 1,213 0 05 Oct 2021
Mobile-Former: Bridging MobileNet and Transformer Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Xiaoyi Dong Lu Yuan Zicheng Liu ViT 180 476 0 12 Aug 2021
CMT: Convolutional Neural Networks Meet Vision Transformers Jianyuan Guo Kai Han Han Wu Yehui Tang Chunjing Xu Yunhe Wang Chang Xu ViT 351 633 0 13 Jul 2021
Computer-Aided Diagnosis of Low Grade Endometrial Stromal Sarcoma (LGESS) Xinxin Yang Mark Stamp 24 14 0 09 Jul 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,623 0 24 Feb 2021
Bottleneck Transformers for Visual Recognition A. Srinivas Nayeon Lee Niki Parmar Jonathon Shlens Pieter Abbeel Ashish Vaswani SLR 290 979 0 27 Jan 2021
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 950 20,567 0 17 Apr 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 261 36,371 0 25 Aug 2016