Transformers in Medical Imaging: A Survey

24 January 2022

Salman Khan

Muhammad Haris Khan

Papers citing "Transformers in Medical Imaging: A Survey"

50 / 88 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 2025
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi-Mou Lin Dong-Ming Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 33 0 0 06 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
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
Evaluating Visual Explanations of Attention Maps for Transformer-based Medical Imaging Minjae Chung Jong Bum Won Ganghyun Kim Yujin Kim Utku Ozbulak MedIm 59 0 0 12 Mar 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 86 0 0 11 Mar 2025
SST-DUNet: Automated preclinical functional MRI skull stripping using Smart Swin Transformer and Dense UNet Sima Soltanpour Rachel Utama Arnold Chang Md Taufiq Nasseef Dan Madularu Praveen Kulkarni Craig Ferris Chris Joslin 65 0 0 27 Feb 2025
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images N. Shvetsov T. Kilvaer M. Tafavvoghi Anders Sildnes Kajsa Møllersen Lill-ToveRasmussen Busund L. A. Bongo VLM 66 1 0 26 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li H. Wang Weibo Ma Qing Chang VLM MedIm 103 0 0 24 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Erik Cambria LM&MA AILaw 93 153 0 28 Jan 2025
Interpretable Auto Window Setting for Deep-Learning-Based CT Analysis Y. Zhang Meiling Chen Zhengjie Zhang OOD 43 0 0 07 Jan 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 20 0 0 03 Jan 2025
Multi-Head Explainer: A General Framework to Improve Explainability in CNNs and Transformers Bohang Sun Pietro Liò ViT AAML 40 1 0 02 Jan 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Yunshan Zhong Yuyao Zhou Yuxin Zhang Shen Li Yong Li Fei Chao Zhanpeng Zeng Rongrong Ji MQ 94 0 0 31 Dec 2024
EchoONE: Segmenting Multiple echocardiography Planes in One Model Jiongtong Hu Wei Zhuo Jun Cheng Yingying Liu Wufeng Xue Dong Ni 87 1 0 04 Dec 2024
Seeing Through the Mask: Rethinking Adversarial Examples for CAPTCHAs Yahya Jabary Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML 27 0 0 09 Sep 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-Dong Zang Z. Li MedIm Mamba 52 13 0 01 Jul 2024
A Survey of Deep Learning-based Radiology Report Generation Using Multimodal Data Xinyi Wang Grazziela Figueredo Ruizhe Li W. Zhang Weitong Chen Xin Chen MedIm ViT 49 2 0 21 May 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 39 2 0 28 Apr 2024
Effective Lymph Nodes Detection in CT Scans Using Location Debiased Query Selection and Contrastive Query Representation in Transformer Qinji Yu Yirui Wang K. Yan Haoshen Li Dazhou Guo ... Na Shen Qifeng Wang Xiaowei Ding X. Ye Dakai Jin MedIm 68 2 0 04 Apr 2024
Learning To Guide Human Decision Makers With Vision-Language Models Debodeep Banerjee Stefano Teso Burcu Sayin Andrea Passerini 34 1 0 25 Mar 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 22 0 0 14 Feb 2024
Enhancing medical vision-language contrastive learning via inter-matching relation modelling Mingjian Li Mingyuan Meng M. Fulham David Dagan Feng Lei Bi Jinman Kim VLM 40 1 0 19 Jan 2024
Unsupervised Segmentation of Colonoscopy Images Heming Yao Jérôme Lüscher Benjamín Gutiérrez-Becker Josep Arús-Pous Tommaso Biancalani A. Bigorgne David Richmond MedIm 35 0 0 19 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 2023
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary Confusion Xin You Ming Ding Minghui Zhang Hanxiao Zhang Yi Yu Jie-jin Yang Yun Gu 46 1 0 13 Dec 2023
A Recent Survey of Vision Transformers for Medical Image Segmentation Asifullah Khan Zunaira Rauf Abdul Rehman Khan Saima Rathore Dr. Saddam Hussain Khan ... Suleman Qamar Umme Hani Asif Faiza Babar Khan A. Majid Jeonghwan Gwak ViT MedIm 50 16 0 01 Dec 2023
Deep Learning for Vascular Segmentation and Applications in Phase Contrast Tomography Imaging Ekin Yagis S. Aslani Yashvardhan Jain Yang Zhou Shahrokh Rahmani ... M. Ackermann D. Jonigk Paul Tafforeau Peter D Lee Claire L. Walsh 37 4 0 22 Nov 2023
OmniVec: Learning robust representations with cross modal sharing Siddharth Srivastava Gaurav Sharma SSL 24 64 0 07 Nov 2023
Occluded Person Re-Identification with Deep Learning: A Survey and Perspectives Enhao Ning Changshuo Wang Huang Zhang Xin Ning Prayag Tiwari 23 78 0 01 Nov 2023
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image Classification Etienne Pochet Rami Maroun Roger Trullo MedIm 23 2 0 03 Oct 2023
Class Activation Map-based Weakly supervised Hemorrhage Segmentation using Resnet-LSTM in Non-Contrast Computed Tomography images Shreyas H Ramananda V. Sundaresan 15 0 0 28 Sep 2023
Improving Generalization Capability of Deep Learning-Based Nuclei Instance Segmentation by Non-deterministic Train Time and Deterministic Test Time Stain Normalization A. Mahbod Georg Dorffner Isabella Ellinger Ramona Woitek Sepideh Hatamikia 51 5 0 12 Sep 2023
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers Tobias Christian Nauen Sebastián M. Palacio Federico Raue Andreas Dengel 42 3 0 18 Aug 2023
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation Liang Xu Mingxi Chen Yiyu Cheng Pengfei Shao Shuwei Shen Peng Yao Ronald X. Xu ViT 32 0 0 27 Jul 2023
Is attention all you need in medical image analysis? A review G. Papanastasiou Nikolaos Dikaios Jiahao Huang Chengjia Wang Guang Yang ViT MedIm 25 23 0 24 Jul 2023
Instance-dependent Noisy-label Learning with Graphical Model Based Noise-rate Estimation Arpit Garg Cuong C. Nguyen Rafael Felix Thanh-Toan Do G. Carneiro NoLa 28 1 0 31 May 2023
Transcending Grids: Point Clouds and Surface Representations Powering Neurological Processing Kishore Babu Nampalle Pradeep Singh Vivek Narayan Uppala Sumit Gangwar Raj S Negi Balasubramanian Raman 21 1 0 17 May 2023
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guide Diedre Carmo G. Pinheiro Lívia Rodrigues Thays Abreu R. Lotufo Letícia Rittner OOD 40 4 0 12 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 17 5 0 27 Mar 2023
Transformers in Speech Processing: A Survey S. Latif Aun Zaidi Heriberto Cuayáhuitl Fahad Shamshad Moazzam Shoukat Junaid Qadir 42 47 0 21 Mar 2023
Bridging Synthetic and Real Images: a Transferable and Multiple Consistency aided Fundus Image Enhancement Framework Erjian Guo H. Fu Luping Zhou Dong Xu MedIm 30 11 0 23 Feb 2023
MedViT: A Robust Vision Transformer for Generalized Medical Image Classification Omid Nejati Manzari Hamid Ahmadabadi Hossein Kashiani S. B. Shokouhi Ahmad Ayatollahi ViT MedIm 28 177 0 19 Feb 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang H. Fu UQCV 43 85 0 16 Feb 2023
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation F. Uslu Anil A. Bharath 36 14 0 21 Dec 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 23 132 0 03 Nov 2022
Automatic Diagnosis of Myocarditis Disease in Cardiac MRI Modality using Deep Transformers and Explainable Artificial Intelligence M. Jafari A. Shoeibi Navid Ghassemi Jónathan Heras Saiguang Ling ... Shuihua Wang R. Alizadehsani Juan M Gorriz U. Acharya Hamid Alinejad-Rokny MedIm 20 11 0 26 Oct 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 35 58 0 23 Oct 2022
Motion correction in MRI using deep learning and a novel hybrid loss function Lei Zhang Xiaoke Wang Michael Rawson R. Balan E. Herskovits E. Melhem Linda Chang Ze Wang T. Ernst MedIm 27 12 0 19 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P. French Guoping Qiu Xin Chen ViT MedIm 32 6 0 13 Oct 2022