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A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Bram van Ginneken

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

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Title
Performance Evaluation of Transfer Learning Based Medical Image Classification Techniques for Disease DetectionAnnual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2025 Zeeshan Ahmad Shudi Bao Meng Chen 64 0 0 04 Dec 2025
Breast Cell Segmentation Under Extreme Data Constraints: Quantum Enhancement Meets Adaptive Loss Stabilization Varun Kumar Dasoju Qingsu Cheng Zeyun Yu 64 0 0 02 Dec 2025
A Hierarchical Computer Vision Pipeline for Physiological Data Extraction from Bedside Monitors Vinh Chau Khoa Le Dinh Van Hon Huynh Ngoc Binh Nguyen Thien Hao Nguyen Thien ... Yen Lam Minh Kieu Pham Tieu Trinh Nguyen Thi Diem Louise Thwaites Hai Ho Bich 108 0 0 28 Nov 2025
Hard Spatial Gating for Precision-Driven Brain Metastasis Segmentation: Addressing the Over-Segmentation Paradox in Deep Attention Networks Rowzatul Zannath Prerona 36 0 0 27 Nov 2025
Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning P. Theofilou Anuhya Thota Stefanos D. Kollias Mamatha Thota MedIm 272 0 0 27 Nov 2025
Data-Augmented Multimodal Feature Fusion for Multiclass Visual Recognition of Oral Cancer Lesions Joy Naoum Revana Salama Ali Hamdi 75 0 0 26 Nov 2025
Vision-Language Enhanced Foundation Model for Semi-supervised Medical Image Segmentation Jiaqi Guo Mingzhen Li Hanyu Su Santiago López Lexiaozi Fan Daniel Kim Aggelos K. Katsaggelos VLM 220 0 0 24 Nov 2025
Beyond Generative AI: World Models for Clinical Prediction, Counterfactuals, and Planning Mohammad Areeb Qazi Maryam Nadeem Mohammad Yaqub 93 0 0 20 Nov 2025
FunnyNodules: A Customizable Medical Dataset Tailored for Evaluating Explainable AI Luisa Gallée Yiheng Xiong Meinrad Beer Michael Götz 203 1 0 19 Nov 2025
Is your VLM Sky-Ready? A Comprehensive Spatial Intelligence Benchmark for UAV NavigationInformation Fusion (Inf. Fusion), 2024 Lingfeng Zhang Y. Zhang Hongsheng Li Haoxiang Fu Yingbo Tang Hangjun Ye Long Chen Xiaojun Liang Xiaoshuai Hao Wenbo Ding 142 0 0 17 Nov 2025
Rethinking Bias in Generative Data Augmentation for Medical AI: a Frequency Recalibration Method Chi Liu Jincheng Liu Congcong Zhu Minghao Wang Sheng Shen Jia Gu Tianqing Zhu Wanlei Zhou MedIm 124 0 0 15 Nov 2025
DCMM-Transformer: Degree-Corrected Mixed-Membership Attention for Medical Imaging Huimin Cheng Xiaowei Yu Shushan Wu Luyang Fang Chao-Yang Cao Jing Zhang Tianming Liu Dajiang Zhu Wenxuan Zhong Ping Ma MedIm 97 0 0 15 Nov 2025
AGENet: Adaptive Edge-aware Geodesic Distance Learning for Few-Shot Medical Image Segmentation Ziyuan Gao 84 0 0 11 Nov 2025
Auto-US: An Ultrasound Video Diagnosis Agent Using Video Classification Framework and LLMs Yuezhe Yang Yiyue Guo Wenjie Cai Qingqing Ruan Siying Wang Xingbo Dong Zhe Jin Yong Dai 104 0 0 11 Nov 2025
Predicting Coronary Artery Calcium Severity based on Non-Contrast Cardiac CT images using Deep Learning Lachlan Nguyen Aidan Cousins Arcot Sowmya Hugh Dixson Sonit Singh 28 0 0 10 Nov 2025
A Second-Order Attention Mechanism For Prostate Cancer Segmentation and Detection in Bi-Parametric MRI Mateo Ortiz Juan Olmos Fabio Martínez MedIm 132 0 0 07 Nov 2025
Dynamic Residual Encoding with Slide-Level Contrastive Learning for End-to-End Whole Slide Image Representation Jing Jin Xu Liu Te Gao Zhihong Shi Yixiong Liang Ruiqing Zheng Hulin Kuang Min Zeng Shichao Kan MedIm 104 0 0 07 Nov 2025
In-Context Adaptation of VLMs for Few-Shot Cell Detection in Optical Microscopy Shreyan Ganguly Angona Biswas Jaydeep Rade Md Hasibul Hasan Hasib Nabila Masud ... Ushashi Bhattacharjee Aditya Balu A. Sarkar A. Krishnamurthy Soumik Sarkar ObjD VLM 224 0 0 04 Nov 2025
Extremal Contours: Gradient-driven contours for compact visual attribution Reza Karimzadeh Albert Alonso Frans Zdyb J. B. Kirkegaard Bulat Ibragimov AAML 152 0 0 03 Nov 2025
Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions Karma Phuntsho Abdullah Kyungmi Lee Ickjai Lee Euijoon Ahn MedIm AI4CE 144 0 0 03 Nov 2025
Weakly Supervised Pneumonia Localization from Chest X-Rays Using Deep Neural Network and Grad-CAM Explanations Kiran Shahi Anup Bagale 219 0 0 01 Nov 2025
Multi-Task Learning Based on Support Vector Machines and Twin Support Vector Machines: A Comprehensive Survey F. Bazikar H. Moosaei Atefeh Hemmati P. Pardalos 98 0 0 30 Oct 2025
MedSAE: Dissecting MedCLIP Representations with Sparse Autoencoders Riccardo Renzulli Colas Lepoutre Enrico Cassano Marco Grangetto MedIm 133 0 0 30 Oct 2025
MSRANetV2: An Explainable Deep Learning Architecture for Multi-class Classification of Colorectal Histopathological Images Ovi Sarkar Md Shafiuzzaman Md. Faysal Ahamed Golam Mahmud M. Chowdhury 28 0 0 28 Oct 2025
Interpretable Tile-Based Classification of Paclitaxel Exposure Sean Fletcher Gabby Scott Douglas Currie Xin Zhang Yuqi Song Bruce MacLeod 104 0 0 27 Oct 2025
Towards Generalisable Foundation Models for Brain MRI Moona Mazher Geoff J. M. Parker Daniel C. Alexander OOD MedIm AI4CE 209 0 0 27 Oct 2025
Quanvolutional Neural Networks for Pneumonia Detection: An Efficient Quantum-Assisted Feature Extraction Paradigm Gazi Tanbhir Md. Farhan Shahriyar Abdullah Md Raihan Chy 72 0 0 26 Oct 2025
CXR-LanIC: Language-Grounded Interpretable Classifier for Chest X-Ray Diagnosis Yiming Tang Wenjia Zhong Rushi Shah Dianbo Liu MedIm 83 0 0 24 Oct 2025
DB-FGA-Net: Dual Backbone Frequency Gated Attention Network for Multi-Class Brain Tumor Classification with Grad-CAM Interpretability Saraf Anzum Shreya MD. Abu Ismail Siddique Sharaf Tasnim 118 0 0 23 Oct 2025
PSO-XAI: A PSO-Enhanced Explainable AI Framework for Reliable Breast Cancer Detection Mirza Raquib Niloy Das Farida Siddiqi Prity Arafath Al Fahim Saydul Akbar Murad Mohammad Amzad Hossain MD Jiabul Hoque Mohammad Ali Moni 117 0 0 23 Oct 2025
Explainable Deep Learning in Medical Imaging: Brain Tumor and Pneumonia DetectionInternational Conference on Innovative Mechanisms for Industry Applications (ICIMIA), 2025 Sai Teja Erukude Viswa Chaitanya Marella Suhasnadh Reddy Veluru FAtt 249 0 0 21 Oct 2025
Rethinking Convergence in Deep Learning: The Predictive-Corrective Paradigm for Anatomy-Informed Brain MRI Segmentation Feifei Zhang Zhenhong Jia Sensen Song Fei Shi Dayong Ren MedIm 121 1 0 17 Oct 2025
Unsupervised Deep Generative Models for Anomaly Detection in Neuroimaging: A Systematic Scoping Review Youwan Mahé Elise Bannier Stéphanie Leplaideur Elisa Fromont Francesca Galassi DiffM MedIm 112 1 0 16 Oct 2025
DPL: Spatial-Conditioned Diffusion Prototype Enhancement for One-Shot Medical Segmentation Ziyuan Gao Philippe Morel DiffM MedIm 84 0 0 14 Oct 2025
Local Background Features Matter in Out-of-Distribution Detection Jinlun Ye Zhuohao Sun Yiqiao Qiu Qiu Li Zhijun Tan Ruixuan Wang OODD 225 0 0 14 Oct 2025
DTEA: Dynamic Topology Weaving and Instability-Driven Entropic Attenuation for Medical Image Segmentation Weixuan Li Quanjun Li Guang Yu Song Yang Zimeng Li Chi-Man Pun Yupeng Liu Xuhang Chen 95 0 0 13 Oct 2025
Explainable Human-in-the-Loop Segmentation via Critic Feedback Signals Pouya Shaeri Ryan T. Woo Yasaman Mohammadpour Ariane Middel 120 0 0 11 Oct 2025
SAM2-3dMed: Empowering SAM2 for 3D Medical Image Segmentation Yeqing Yang Le Xu Lixia Tian MedIm 64 0 0 10 Oct 2025
Instance-Aware Robust Consistency Regularization for Semi-Supervised Nuclei Instance Segmentation Zenan Lin W. Li Jintao Chen Zihao Wu Wenxiong Kang Changxin Gao Liansheng Wang Jin-Gang Yu ISeg 184 0 0 10 Oct 2025
Dual-granularity Sinkhorn Distillation for Enhanced Learning from Long-tailed Noisy Data Feng Hong Yu Huang Zihua Zhao Zhihan Zhou Jiangchao Yao Dongsheng Li Y. Zhang Y. Wang 184 2 0 09 Oct 2025
Random Window Augmentations for Deep Learning Robustness in CT and Liver Tumor Segmentation E. A. Østmo Kristoffer Wickstrøm Keyur Radiya Michael C. Kampffmeyer Karl Øyvind Mikalsen Robert Jenssen OOD 109 0 0 09 Oct 2025
A Warm-basis Method for Bridging Learning and Iteration: a Case Study in Fluorescence Molecular Tomography Ruchi Guo Jiahua Jiang Bangti Jin Wuwei Ren Jianru Zhang 104 0 0 07 Oct 2025
REN: Anatomically-Informed Mixture-of-Experts for Interstitial Lung Disease Diagnosis Alec K. Peltekian Halil Ertugrul Aktas Gorkem Durak Kevin M. Grudzinski Bradford C. Bemiss ... Anthony J. Esposito Alexander Misharin A. Choudhary Ankit Agrawal Ulas Bagci MoE 131 1 0 06 Oct 2025
CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable DiagnosisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Yiheng Dong Yi Lin Xin Yang 124 0 0 04 Oct 2025
Intuitions of Machine Learning Researchers about Transfer Learning for Medical Image Classification Yucheng Lu Hubert Dariusz Zając Veronika Cheplygina Amelia Jiménez-Sánchez 80 0 0 01 Oct 2025
AttriGen: Automated Multi-Attribute Annotation for Blood Cell Datasets Walid Houmaidi Youssef Sabiri Fatima Zahra Iguenfer Amine Abouaomar 72 1 0 30 Sep 2025
Accelerating Cerebral Diagnostics with BrainFusion: A Comprehensive MRI Tumor Framework Walid Houmaidi Youssef Sabiri Salmane El Mansour Billah Amine Abouaomar 44 1 0 29 Sep 2025
Deep Learning Approaches with Explainable AI for Differentiating Alzheimer Disease and Mild Cognitive Impairment Fahad Mostafa Kannon Hossain Hafiz Khan 95 0 0 27 Sep 2025
U-MAN: U-Net with Multi-scale Adaptive KAN Network for Medical Image Segmentation Bohan Huang Qianyun Bao Haoyuan Ma SSeg 306 0 0 26 Sep 2025
Multimodal Slice Interaction Network Enhanced by Transfer Learning for Precise Segmentation of Internal Gross Tumor Volume in Lung Cancer PET/CT Imaging Yi Luo Wenhan Luo H. Hooshangnejad Rui Zhang Xue Feng Quan Chen Wil Ngwa Kai Ding 69 0 0 26 Sep 2025