Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review

9 January 2023

Reza Azad

A. Kazerouni

Moein Heidari

Ehsan Khodapanah Aghdam

Papers citing "Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review"

50 / 51 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 2025
Tetrahedron-Net for Medical Image Registration Jinhai Xiang Shuai Guo Qianru Han Dantong Shi Xinwei He Xiang Bai 3DV 52 0 0 07 May 2025
Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A Systematic Review Yuezhe Yang Boyu Yang Yaqian Wang Yang He Xingbo Dong Zhe Jin 38 0 0 15 Apr 2025
A Hybrid Fully Convolutional CNN-Transformer Model for Inherently Interpretable Medical Image Classification K. Djoumessi Samuel Ofosu Mensah Philipp Berens ViT MedIm 32 0 0 11 Apr 2025
LVMed-R2: Perception and Reflection-driven Complex Reasoning for Medical Report Generation Hao Wang Shuchang Ye Jinghao Lin Usman Naseem Jinman Kim LRM 29 0 0 02 Apr 2025
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning Edwin Tay Nazli Tümer Amir A. Zadpoor MedIm 52 0 0 27 Mar 2025
AutoRad-Lung: A Radiomic-Guided Prompting Autoregressive Vision-Language Model for Lung Nodule Malignancy Prediction Sadaf Khademi Mehran Shabanpour Reza Taleei A. Oikonomou Arash Mohammadi MedIm 68 0 0 26 Mar 2025
Collective Reasoning Among LLMs A Framework for Answer Validation Without Ground Truth Seyed Pouyan Mousavi Davoudi Alireza Shafiee Fard Alireza Amiri-Margavi LRM 59 0 0 28 Feb 2025
GONet: A Generalizable Deep Learning Model for Glaucoma Detection Or Abramovich Hadas Pizem Jonathan Fhima Eran Berkowitz Ben Gofrit ... Meital Baskin Jan Van Eijgen Ingeborg Stalmans E. Blumenthal Joachim A. Behar 64 1 0 26 Feb 2025
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with LoRA and Atrous Attention Adnan Iltaf Rayan Merghani Ahmed Bin Li Bin Li Shoujun Zhou 52 0 0 25 Feb 2025
A Self-supervised Multimodal Deep Learning Approach to Differentiate Post-radiotherapy Progression from Pseudoprogression in Glioblastoma A. Gomaa Yixing Huang Pluvio Stephan Katharina Breininger Benjamin Frey ... U. Gaipl Christoph Bert R. Fietkau M. Schmidt F. Putz 89 0 0 06 Feb 2025
Circuit Complexity Bounds for Visual Autoregressive Model Yekun Ke Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao-quan Song 45 5 0 08 Jan 2025
Advances in Transformers for Robotic Applications: A Review Nikunj Sanghai Nik Bear Brown AI4CE 83 0 0 13 Dec 2024
Enhancing Answer Reliability Through Inter-Model Consensus of Large Language Models Alireza Amiri-Margavi Iman Jebellat Ehsan Jebellat Seyed Pouyan Mousavi Davoudi 87 1 0 25 Nov 2024
Artificial Intelligence in Pediatric Echocardiography: Exploring Challenges, Opportunities, and Clinical Applications with Explainable AI and Federated Learning M. Y. Jabarulla T. Uden Thomas Jack P. Beerbaum S. Oeltze-jafra 37 1 0 15 Nov 2024
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations Nikolaos Giakoumoglou Tania Stathaki SSL 43 0 0 03 Oct 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 47 0 0 05 Sep 2024
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation Zunaira Rauf Abdul Rehman Khan Asifullah Khan MedIm ViT 39 0 0 27 Jul 2024
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Tianrun Chen Chaotao Ding Lanyun Zhu Tao Xu Deyi Ji Yan Wang Ying Zang Z. Li MedIm Mamba 52 13 0 01 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 32 5 0 28 Jun 2024
Multi-modality Regional Alignment Network for Covid X-Ray Survival Prediction and Report Generation Zhusi Zhong Jie Li J. Sollee Scott Collins Harrison X. Bai Paul J Zhang Terrance Healey Michael Atalay Xinbo Gao Zhicheng Jiao 43 1 0 23 May 2024
Comprehensive Multimodal Deep Learning Survival Prediction Enabled by a Transformer Architecture: A Multicenter Study in Glioblastoma A. Gomaa Yixing Huang Amr Hagag Charlotte Schmitter Daniel Höfler ... U. Gaipl S. Semrau Christoph Bert R. Fietkau F. Putz 21 8 0 21 May 2024
Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis Diogo J. Araújo M. R. Verdelho Alceu Bissoto Jacinto C. Nascimento Carlos Santiago Catarina Barata 32 1 0 02 May 2024
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari Reza Azad Dorit Merhof 57 3 0 07 Apr 2024
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights Moein Heidari Reza Azad Sina Ghorbani Kolahi René Arimond Leon Niggemeier ... Afshin Bozorgpour Ehsan Khodapanah Aghdam A. Kazerouni I. Hacihaliloglu Dorit Merhof 48 7 0 28 Mar 2024
SDR-Former: A Siamese Dual-Resolution Transformer for Liver Lesion Classification Using 3D Multi-Phase Imaging Meng Lou Hanning Ying Xiaoqing Liu Hong-Yu Zhou Yuqing Zhang Yizhou Yu MedIm 44 8 0 27 Feb 2024
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis Dimitrios P. Panagoulias M. Virvou G. Tsihrintzis LM&MA 36 21 0 28 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 55 11 0 28 Dec 2023
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 39 17 0 08 Dec 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 98 59 0 28 Oct 2023
Self-supervised Semantic Segmentation: Consistency over Transformation Sanaz Karimijafarbigloo Reza Azad A. Kazerouni Yury Velichko Ulas Bagci Dorit Merhof 23 3 0 31 Aug 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Reza Azad Leon Niggemeier Michael Huttemann A. Kazerouni Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof MedIm 26 57 0 31 Aug 2023
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers Reza Azad A. Kazerouni Alaa Sulaiman Afshin Bozorgpour Ehsan Khodapanah Aghdam Abin Jose Dorit Merhof ViT MedIm 23 9 0 25 Aug 2023
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Afshin Bozorgpour Yousef Sadegheih A. Kazerouni Reza Azad Dorit Merhof DiffM MedIm 18 24 0 05 Aug 2023
Implicit Neural Representation in Medical Imaging: A Comparative Survey Amir Molaei Amirhossein Aminimehr A. Tavakoli A. Kazerouni Babak Azad Reza Azad Dorit Merhof OOD 32 76 0 30 Jul 2023
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach Sanaz Karimijafarbigloo Reza Azad Dorit Merhof 24 11 0 26 Jul 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 25 16 0 29 May 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 28 26 0 25 Jan 2023
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 22 265 0 27 Nov 2022
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 102 285 0 15 Sep 2022
Dual Vision Transformer Ting Yao Yehao Li Yingwei Pan Yu Wang Xiaoping Zhang Tao Mei ViT 141 75 0 11 Jul 2022
A graph-transformer for whole slide image classification Yi Zheng R. Gindra Emily J. Green E. Burks Margrit Betke J. Beane V. Kolachalama MedIm 39 123 0 19 May 2022
Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging Rui Yan Liangqiong Qu Qingyue Wei Shih-Cheng Huang Liyue Shen D. Rubin Lei Xing Yuyin Zhou FedML 78 90 0 17 May 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
FUSeg: The Foot Ulcer Segmentation Challenge Chuanbo Wang A. Mahbod Isabella Ellinger Adrian Galdran Sandeep Gopalakrishnan J. Niezgoda Zeyun Yu 30 37 0 02 Jan 2022
Weakly Supervised Contrastive Learning for Chest X-Ray Report Generation An Yan Zexue He Xing Lu Jingfeng Du E. Chang Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 88 64 0 25 Sep 2021
From Show to Tell: A Survey on Deep Learning-based Image Captioning Matteo Stefanini Marcella Cornia Lorenzo Baraldi S. Cascianelli G. Fiameni Rita Cucchiara 3DV VLM MLLM 67 254 0 14 Jul 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 891 0 16 Feb 2021
Diagnostic Captioning: A Survey John Pavlopoulos Vasiliki Kougia Ion Androutsopoulos D. Papamichail 3DV MedIm 91 26 0 18 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,430 0 04 Jan 2021