A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises

2 August 2020

S. Kevin Zhou

H. Greenspan

Christos Davatzikos

James S. Duncan

Bram van Ginneken

Papers citing "A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises"

50 / 182 papers shown

Title
V-EfficientNets: Vector-Valued Efficiently Scaled Convolutional Neural Network Models Guilherme Vieira Neto Marcos Eduardo Valle 26 0 0 08 May 2025
Biomed-DPT: Dual Modality Prompt Tuning for Biomedical Vision-Language Models Wei Peng Kang Liu Jianchen Hu Meng Zhang VLM LM&MA 48 0 0 08 May 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 41 0 0 20 Apr 2025
Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A systematic literature review Yuezhe Yang Boyu Yang Yaqian Wang Yang He Xingbo Dong Zhe Jin 38 0 0 15 Apr 2025
MedM-VL: What Makes a Good Medical LVLM? Yiming Shi Shaoshuai Yang Xun Zhu Haoyu Wang Miao Li Ji Wu VLM 40 1 0 06 Apr 2025
KEVS: Enhancing Segmentation of Visceral Adipose Tissue in Pre-Cystectomy CT with Gaussian Kernel Density Estimation Thomas Boucher Nicholas Tetlow Annie Fung Amy Dewar Pietro Arina Sven Kerneis John Whittle Evangelos B. Mazomenos 29 0 0 28 Mar 2025
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification Zhuoqin Yang Jiansong Zhang Xiaoling Luo Zheng Lu Linlin Shen MedIm 60 2 0 25 Feb 2025
Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans Haishan Huang Pengchen Liang Naier Lin Luxi Wang Bin Pu Jianguo Chen Qing Chang Xia Shen Guo Ran Mamba 73 0 0 21 Feb 2025
A Physics-Informed Deep Learning Model for MRI Brain Motion Correction Mojtaba Safari Shansong Wang Zach Eidex Richard L. J. Qiu Chih-Wei Chang D. Yu Xiaofeng Yang 82 0 0 13 Feb 2025
CoRPA: Adversarial Image Generation for Chest X-rays Using Concept Vector Perturbations and Generative Models Amy Rafferty Rishi Ramaesh Ajitha Rajan MedIm AAML 51 0 0 04 Feb 2025
Enhancing Contrastive Learning for Retinal Imaging via Adjusted Augmentation Scales Zijie Cheng B. Li André Altmann P. Keane Yukun Zhou MedIm 26 0 0 05 Jan 2025
Deep Learning-Driven Segmentation of Ischemic Stroke Lesions Using Multi-Channel MRI Ashiqur Rahman M. Chowdhury Md Sharjis Ibne Wadud Rusab Sarmun Adam Mushtak S. Zoghoul Israa Al-Hashimi 26 3 0 04 Jan 2025
UNet--: Memory-Efficient and Feature-Enhanced Network Architecture based on U-Net with Reduced Skip-Connections Lingxiao Yin Wei Tao Dongyue Zhao Tadayuki Ito Kinya Osa Masami Kato Tse-Wei Chen 31 0 0 24 Dec 2024
Improving Sickle Cell Disease Classification: A Fusion of Conventional Classifiers, Segmented Images, and Convolutional Neural Networks Victor Júnio Alcântara Cardoso Rodrigo Moreira João Fernando Mari Larissa F. Rodrigues Moreira 35 0 0 23 Dec 2024
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis Yiqin Luo Tianlong Gu 70 0 0 21 Dec 2024
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training Chengyin Li Hui Zhu Rafi Ibn Sultan H. Bagher-Ebadian Prashant Khanduri Chetty Indrin Kundan Thind Dongxiao Zhu MedIm 77 1 0 23 Nov 2024
NFRs in Medical Imaging Amanda Vallentin 21 0 0 14 Nov 2024
UNSCT-HRNet: Modeling Anatomical Uncertainty for Landmark Detection in Total Hip Arthroplasty Jiaxin Wan Lin Liu H. Wang Liangwei Li Wei Li ... J. Tang J. Liu Jing Zhang Xiaohui Du Ruqian Hao 21 0 0 13 Nov 2024
A Novel Automatic Real-time Motion Tracking Method for Magnetic Resonance Imaging-guided Radiotherapy: Leveraging the Enhanced Tracking-Learning-Detection Framework with Automatic Segmentation Shengqi Chen Zilin Wang Jianrong Dai Shirui Qin Ying Cao Ruiao Zhao J. Chen Guohua Wu Yuan Tang 23 1 0 12 Nov 2024
Sm: enhanced localization in Multiple Instance Learning for medical imaging classification Francisco M. Castro-Macías Pablo Morales-Álvarez Yunan Wu Rafael Molina Aggelos K. Katsaggelos 28 1 0 04 Oct 2024
ReXplain: Translating Radiology into Patient-Friendly Video Reports Luyang Luo Jenanan Vairavamurthy Xiaoman Zhang Abhinav Kumar Ramon R. Ter-Oganesyan S. Dan Shilo Rydhwana Hossain Mike Moritz Pranav Rajpurkar MedIm LM&MA 23 3 0 01 Oct 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 29 1 0 29 Sep 2024
Towards Accountable AI-Assisted Eye Disease Diagnosis: Workflow Design, External Validation, and Continual Learning Qingyu Chen T. Keenan Elvira Agrón Alexis Allot Emily Guan ... Ching-Yu Cheng Emily Y Chew Michelle R. Hribar Michael F. Chiang Zhiyong Lu 21 2 0 23 Sep 2024
Pioneering Precision in Lumbar Spine MRI Segmentation with Advanced Deep Learning and Data Enhancement Istiak Ahmed Md. Tanzim Hossain Md. Zahirul Islam Nahid Kazi Shahriar Sanjid Md. Shakib Shahariar Junayed M. M. Uddin Mohammad Monirujjaman Khan 19 0 0 09 Sep 2024
LoGex: Improved tail detection of extremely rare histopathology classes via guided diffusion Maximilian Mueller Matthias Hein MedIm 29 0 0 02 Sep 2024
Subgraph Clustering and Atom Learning for Improved Image Classification Aryan Singh Pepijn Van de Ven Ciarán Eising Patrick Denny GNN 21 0 0 20 Jul 2024
Combining Federated Learning and Control: A Survey Jakob Weber Markus Gurtner A. Lobe Adrian Trachte Andreas Kugi FedML AI4CE 26 2 0 12 Jul 2024
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review Rui Jin Derun Li Dehui Xiang Lei Zhang Hailing Zhou Fei Shi Weifang Zhu Jing Cai Tao Peng Xinjian Chen 31 0 0 09 Jul 2024
Segmenting Medical Images: From UNet to Res-UNet and nnUNet Lina Huang A. Miron Kate Hone Yongmin Li SSeg 52 3 0 05 Jul 2024
Robustly Optimized Deep Feature Decoupling Network for Fatty Liver Diseases Detection Peng Huang Shu Hu Bo Peng Jiashu Zhang Xi Wu Xin Wang 31 5 0 25 Jun 2024
A Brief Overview of Optimization-Based Algorithms for MRI Reconstruction Using Deep Learning Wanyu Bian 30 5 0 03 Jun 2024
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis Linshan Wu Jiaxin Zhuang Xuefeng Ni Hao Chen MedIm 21 12 0 03 Jun 2024
Automated Radiology Report Generation: A Review of Recent Advances Phillip Sloan Philip Clatworthy Edwin Simpson Majid Mirmehdi 25 17 0 17 May 2024
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation Z. A. Yazici Ilkay Oksuz H. K. Ekenel MedIm 38 7 0 27 Apr 2024
Plaintext-Free Deep Learning for Privacy-Preserving Medical Image Analysis via Frequency Information Embedding Mengyu Sun Ziyuan Yang Maosong Ran Zhiwen Wang Hui Yu Yi Zhang 14 0 0 25 Mar 2024
Dynamic Perturbation-Adaptive Adversarial Training on Medical Image Classification Shuai Li Xiaoguang Ma Shancheng Jiang Lu Meng AAML OOD 19 0 0 11 Mar 2024
APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation Zikang Xu Fenghe Tang Quan Quan Qingsong Yao S. Kevin Zhou 30 3 0 08 Mar 2024
Towards Out-of-Distribution Detection for breast cancer classification in Point-of-Care Ultrasound Imaging Jennie Karlsson Marisa Wodrich Niels Christian Overgaard Freja Sahlin Kristina Laang Anders Heyden Ida Arvidsson 29 0 0 29 Feb 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 37 8 0 27 Feb 2024
Self-supervised Visualisation of Medical Image Datasets I. V. Nwabufo Jan Niklas Böhm Philipp Berens D. Kobak 38 0 0 22 Feb 2024
DeepATLAS: One-Shot Localization for Biomedical Data Peter D. Chang 22 0 0 14 Feb 2024
Copycats: the many lives of a publicly available medical imaging dataset Amelia Jiménez-Sánchez Natalia-Rozalia Avlona Dovile Juodelyte Théo Sourget Caroline Vang-Larsen Anna Rogers Hubert Dariusz Zajkac V. Cheplygina 22 0 0 09 Feb 2024
Constrained Multiview Representation for Self-supervised Contrastive Learning Siyuan Dai Kai Ye Kun Zhao Ge Cui Haoteng Tang Liang Zhan SSL 11 1 0 05 Feb 2024
Transcending Adversarial Perturbations: Manifold-Aided Adversarial Examples with Legitimate Semantics Shuai Li Xiaoyu Jiang Xiaoguang Ma AAML 11 0 0 05 Feb 2024
Coronary Artery Disease Classification with Different Lesion Degree Ranges based on Deep Learning Ariadna Jiménez-Partinen Karl Thurnhofer-Hemsi Esteban J. Palomo Jorge Rodríguez-Capitán A. I. Molina-Ramos 19 1 0 01 Feb 2024
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage Research Jie Li Yulong Xia Tongxin Yang Fenglin Cai Miao Wei Zhiwei Zhang Li Jiang VLM 12 0 0 29 Jan 2024
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECT Xiongchao Chen Bo Zhou Xueqi Guo Huidong Xie Qiong Liu James S. Duncan Albert J.Sinusas Chi Liu 19 0 0 23 Jan 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 26 112 0 07 Jan 2024
Controllable Image Synthesis of Industrial Data Using Stable Diffusion Gabriele Valvano Antonino Agostino Giovanni De Magistris Antonino Graziano Giacomo Veneri 24 5 0 06 Jan 2024
Real-Time 2D Temperature Field Prediction in Metal Additive Manufacturing Using Physics-Informed Neural Networks Pouyan Sajadi M. Rahmani Dehaghani Yifan Tang G. G. Wang PINN AI4CE 21 0 0 04 Jan 2024