Medical Image Analysis

An advanced data fabric architecture leveraging homomorphic encryption and federated learning

Authors: Sakib Anwar Rieyan, Md. Raisul Kabir News, A. B. M. Muntasir Rahman, Sadia Afrin Khan, Sultan Tasneem Jawad Zaarif, Md. Golam Rabiul Alam, Mohammad Mehedi Hassan, Michele Ianni, Giancarlo Fortino | Published: 2024-02-15
Privacy Protection
Medical Image Analysis
Federated Learning
2024.02.15 2025.05.27
Literature Database

MedBlindTuner: Towards Privacy-preserving Fine-tuning on Biomedical Images with Transformers and Fully Homomorphic Encryption

Authors: Prajwal Panzade, Daniel Takabi, Zhipeng Cai | Published: 2024-01-17
Watermarking
Privacy Protection
Medical Image Analysis
2024.01.17 2025.05.27
Literature Database

The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images

Authors: Nicholas Konz, Maciej A. Mazurowski | Published: 2024-01-16 | Updated: 2024-02-21
Impact of Generalization
Medical Image Analysis
Watermark Evaluation
2024.01.16 2025.05.27
Literature Database

Enhancement attacks in biomedical machine learning

Authors: Matthew Rosenblatt, Javid Dadashkarimi, Dustin Scheinost | Published: 2023-01-05 | Updated: 2023-08-16
Medical Image Analysis
Improvement of Learning
Optimization Methods
2023.01.05 2025.05.28
Literature Database

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

Authors: Ashish Rauniyar, Desta Haileselassie Hagos, Debesh Jha, Jan Erik Håkegård, Ulas Bagci, Danda B. Rawat, Vladimir Vlassov | Published: 2022-08-05 | Updated: 2023-10-29
Data Privacy Assessment
Advancements in Medical IoT
Medical Image Analysis
2022.08.05 2025.05.28
Literature Database

Privacy-Preserving Chaotic Extreme Learning Machine with Fully Homomorphic Encryption

Authors: Syed Imtiaz Ahamed, Vadlamani Ravi | Published: 2022-08-04
CKKS Scheme
Medical Image Analysis
Machine Learning Method
2022.08.04 2025.05.28
Literature Database

Automated Side Channel Analysis of Media Software with Manifold Learning

Authors: Yuanyuan Yuan, Qi Pang, Shuai Wang | Published: 2021-12-09 | Updated: 2021-12-10
Data Generation
Privacy Violation
Medical Image Analysis
2021.12.09 2025.05.28
Literature Database

Attack-agnostic Adversarial Detection on Medical Data Using Explainable Machine Learning

Authors: Matthew Watson, Noura Al Moubayed | Published: 2021-05-05
Medical Image Analysis
Vulnerability of Adversarial Examples
Adversarial attack
2021.05.05 2025.05.28
Literature Database

Secure and Robust Machine Learning for Healthcare: A Survey

Authors: Adnan Qayyum, Junaid Qadir, Muhammad Bilal, Ala Al-Fuqaha | Published: 2020-01-21
Medical Image Analysis
Adversarial Example
Machine Learning Method
2020.01.21 2025.05.28
Literature Database

Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation

Authors: Utku Ozbulak, Arnout Van Messem, Wesley De Neve | Published: 2019-07-30
Medical Image Analysis
Adversarial Example
Adversarial Training
2019.07.30 2025.05.28
Literature Database
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