TransMed: Transformers Advance Multi-modal Medical Image Classification

10 March 2021

Papers citing "TransMed: Transformers Advance Multi-modal Medical Image Classification"

50 / 63 papers shown

Title
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation B. K. Das Ajay Singh Gengyan Zhao Han Liu Thomas J. Re D. Comaniciu Eli Gibson Andreas K. Maier ViT MedIm 26 0 0 13 May 2025
Embedding Radiomics into Vision Transformers for Multimodal Medical Image Classification Zhenyu Yang Haiming Zhu Rihui Zhang Haipeng Zhang Jianliang Wang Chunhao Wang Minbin Chen F. Yin MedIm 38 0 0 15 Apr 2025
Multi-modal and Multi-view Fundus Image Fusion for Retinopathy Diagnosis via Multi-scale Cross-attention and Shifted Window Self-attention Yonghao Huang Leiting Chen Chuan Zhou 19 0 0 12 Apr 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
DiffCLIP: Few-shot Language-driven Multimodal Classifier Jiaqing Zhang Mingxiang Cao Xue Yang Kai Jiang Yunsong Li VLM 68 0 0 10 Dec 2024
Advancing Efficient Brain Tumor Multi-Class Classification -- New Insights from the Vision Mamba Model in Transfer Learning Yinyi Lai Anbo Cao Yuan Gao Jiaqi Shang Zongyu Li Jia Guo Mamba 29 1 0 29 Oct 2024
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation Muhammad Hamza Sharif Muzammal Naseer Mohammad Yaqub Min Xu Mohsen Guizani OOD MedIm ViT 23 0 0 01 Oct 2024
COMFORT: A Continual Fine-Tuning Framework for Foundation Models Targeted at Consumer Healthcare Chia-Hao Li N. Jha 23 1 0 14 Sep 2024
Multiscale Color Guided Attention Ensemble Classifier for Age-Related Macular Degeneration using Concurrent Fundus and Optical Coherence Tomography Images Pragya Gupta Subhamoy Mandal Debashree Guha Debjani Chakraborty 25 0 0 01 Sep 2024
Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach Alireza Saber Pouria Parhami Alimihammad Siahkarzadeh Amirreza Fateh Amirreza Fateh ViT MedIm 48 9 0 08 Aug 2024
Probing the Efficacy of Federated Parameter-Efficient Fine-Tuning of Vision Transformers for Medical Image Classification Naif Alkhunaizi Faris Almalik Rouqaiah Al-Refai Muzammal Naseer Karthik Nandakumar MedIm 71 2 0 16 Jul 2024
Structural Attention: Rethinking Transformer for Unpaired Medical Image Synthesis Vu Minh Hieu Phan Yutong Xie Bowen Zhang Yuankai Qi Zhibin Liao Antonios Perperidis S. L. Phung Johan W. Verjans Minh Nguyen Nhat To MedIm 37 4 0 27 Jun 2024
Understanding differences in applying DETR to natural and medical images Yanqi Xu Yiqiu Shen C. Fernandez‐Granda Laura Heacock Krzysztof J. Geras MedIm 62 2 0 27 May 2024
I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling Omer F. Atli Bilal Kabas Fuat Arslan Mahmut Yurt Onat Dalmaz Tolga Çukur Mamba 32 13 0 22 May 2024
VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis Zhihan Ju Wanting Zhou MedIm 33 4 0 09 May 2024
D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images F. Bougourzi Fadi Dornaika C. Distante Abdelmalik Taleb-Ahmed MedIm ViT 48 6 0 07 May 2024
A review of deep learning-based information fusion techniques for multimodal medical image classification Yi-Hsuan Li Mostafa EL HABIB DAHO Pierre-Henri Conze Rachid Zeghlache Hugo Le Boité R. Tadayoni B. Cochener M. Lamard G. Quellec 30 31 0 23 Apr 2024
Residual-based Language Models are Free Boosters for Biomedical Imaging Zhixin Lai Jing Wu Suiyao Chen Yucheng Zhou N. Hovakimyan MedIm 33 29 0 26 Mar 2024
Unsupervised Domain Adaptation within Deep Foundation Latent Spaces D. Kangin Plamen Angelov 16 1 0 22 Feb 2024
Statistical Test for Attention Map in Vision Transformer Tomohiro Shiraishi Daiki Miwa Teruyuki Katsuoka Vo Nguyen Le Duy Koichi Taji Ichiro Takeuchi 19 5 0 16 Jan 2024
Large-scale Long-tailed Disease Diagnosis on Radiology Images Qiaoyu Zheng Weike Zhao Chaoyi Wu Xiaoman Zhang Lisong Dai Hengyu Guan Yuehua Li Ya-Qin Zhang Yanfeng Wang Weidi Xie LM&MA MedIm 32 5 0 26 Dec 2023
Automatic Detection of Alzheimer's Disease with Multi-Modal Fusion of Clinical MRI Scans Long Chen Liben Chen Binfeng Xu Wenxin Zhang N. Razavian 19 0 0 30 Nov 2023
UniBrain: Universal Brain MRI Diagnosis with Hierarchical Knowledge-enhanced Pre-training Jiayu Lei Lisong Dai Haoyun Jiang Chaoyi Wu Xiaoman Zhang ... Weidi Xie Yanyong Zhang Yuehua Li Ya-Qin Zhang Yanfeng Wang 10 10 0 13 Sep 2023
Interpretable Medical Imagery Diagnosis with Self-Attentive Transformers: A Review of Explainable AI for Health Care Tin Lai MedIm 21 4 0 01 Sep 2023
Is attention all you need in medical image analysis? A review G. Papanastasiou Nikolaos Dikaios Jiahao Huang Chengjia Wang Guang Yang ViT MedIm 23 23 0 24 Jul 2023
Compound Attention and Neighbor Matching Network for Multi-contrast MRI Super-resolution Wenxuan Chen Sirui Wu Shuai Wang Zhong Li Jia Yang Huifeng Yao Xiao-quan Song SupR MedIm 30 1 0 05 Jul 2023
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification Tao Wang Xinlin Zhang Yuanbo Zhou Junlin Lan T. Tan Min Du Qinquan Gao Tong Tong 23 0 0 29 Jun 2023
FeSViBS: Federated Split Learning of Vision Transformer with Block Sampling Faris Almalik Naif Alkhunaizi Ibrahim Almakky Karthik Nandakumar FedML MedIm 22 9 0 26 Jun 2023
Enhancing COVID-19 Diagnosis through Vision Transformer-Based Analysis of Chest X-ray Images Sultan Zavrak 24 0 0 12 Jun 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li W. Liu Tianming Liu Dinggang Shen LM&MA AI4CE 19 40 0 08 Jun 2023
Connectional-Style-Guided Contextual Representation Learning for Brain Disease Diagnosis Gongshu Wang Ning Jiang Yunxiao Ma Tiantian Liu Duanduan Chen Jinglong Wu Guoqi Li Dong Liang Tianyi Yan MedIm 20 2 0 08 Jun 2023
HGT: A Hierarchical GCN-Based Transformer for Multimodal Periprosthetic Joint Infection Diagnosis Using CT Images and Text Ruiyang Li Fujun Yang Xianjie Liu Hon-Yi Shi 22 0 0 29 May 2023
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical Learning Amir Rasoulian Soorena Salari Yiming Xiao 8 8 0 11 Apr 2023
D-TrAttUnet: Dual-Decoder Transformer-Based Attention Unet Architecture for Binary and Multi-classes Covid-19 Infection Segmentation F. Bougourzi C. Distante Fadi Dornaika A. Taleb-Ahmed MedIm ViT 9 5 0 27 Mar 2023
Pretrained ViTs Yield Versatile Representations For Medical Images Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith MedIm ViT 16 11 0 13 Mar 2023
CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image Classification Zhao Liu Leizhao Shen ViT 26 7 0 05 Feb 2023
Efficient Scopeformer: Towards Scalable and Rich Feature Extraction for Intracranial Hemorrhage Detection Yassine Barhoumi N. Bouaynaya Ghulam Rasool MedIm 14 5 0 01 Feb 2023
TranSOP: Transformer-based Multimodal Classification for Stroke Treatment Outcome Prediction Zeynel A. Samak Philip Clatworthy Majid Mirmehdi 29 6 0 25 Jan 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 30 161 0 09 Jan 2023
Vision Transformers in Medical Imaging: A Review Emerald U. Henry Onyeka Emebob C. Omonhinmin ViT MedIm 22 34 0 18 Nov 2022
The ProfessionAl Go annotation datasEt (PAGE) Yifan Gao Danni Zhang Haoyue Li 15 0 0 03 Nov 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 24 76 0 05 Oct 2022
Recent Progress in Transformer-based Medical Image Analysis Zhao-cheng Liu Qiujie Lv Ziduo Yang Yifan Li Chau Hung Lee Leizhao Shen MedIm 40 56 0 13 Aug 2022
Transformers Improve Breast Cancer Diagnosis from Unregistered Multi-View Mammograms Xuxin Chen Keqin Zhang Neman Abdoli Patrik W. Gilley Ximing Wang Hong Liu Bin Zheng Y. Qiu ViT MedIm 9 51 0 21 Jun 2022
Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images Zián Xu Yin Dai Fayu Liu Siqi Li Shengmei Liu Li-Li Shi Jun Fu ViT MedIm 16 3 0 07 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 21 20 0 02 Jun 2022
A Comparative Study of Gastric Histopathology Sub-size Image Classification: from Linear Regression to Visual Transformer Weiming Hu Hao Chen Wanli Liu Xirong Li Hongzan Sun Xinyu Huang M. Grzegorzek Chen Li 33 14 0 25 May 2022
A survey on attention mechanisms for medical applications: are we moving towards better algorithms? Tiago Gonçalves Isabel Rio-Torto Luís F. Teixeira J. S. Cardoso OOD MedIm 24 36 0 26 Apr 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 11 59 0 29 Mar 2022
Temporal Context Matters: Enhancing Single Image Prediction with Disease Progression Representations Aishik Konwer Xuan Xu Joseph Bae Chaoyu Chen Prateek Prasanna MedIm 28 15 0 02 Mar 2022