A prior knowledge-guided distributionally robust optimization-based adversarial training strategy for medical image classification

Shancheng Jiang; Zehui Wu; Haiqiong Yang; Kun Xiang; Weiping Ding; Zhen‐Song Chen

doi:10.1016/j.ins.2024.120705

ScienceGate Book Chapters

JOURNAL ARTICLE

A prior knowledge-guided distributionally robust optimization-based adversarial training strategy for medical image classification

Shancheng Jiang Zehui Wu Haiqiong Yang Kun Xiang Weiping Ding Zhen‐Song Chen

Year: 2024 Journal: Information Sciences Vol: 673 Pages: 120705-120705 Publisher: Elsevier BV

DOI: 10.1016/j.ins.2024.120705

Get Full-Text PDF Get Analytical Report

Keywords:

Adversarial system Computer science Training (meteorology) Artificial intelligence Robust optimization Image (mathematics) Machine learning Contextual image classification Mathematical optimization Pattern recognition (psychology) Mathematics

Metrics

Cited By

4.30

FWCI (Field Weighted Citation Impact)

Refs

0.91

Citation Normalized Percentile

Is in top 1%

Is in top 10%

Citation History

Topics

Image Processing Techniques and Applications

Physical Sciences → Engineering → Media Technology

Spectroscopy Techniques in Biomedical and Chemical Research

Life Sciences → Biochemistry, Genetics and Molecular Biology → Biophysics

Adversarial Robustness in Machine Learning

Physical Sciences → Computer Science → Artificial Intelligence

A prior knowledge-guided distributionally robust optimization-based adversarial training strategy for medical image classification

Metrics

Citation History

Topics

Related Documents

Prior Knowledge-Guided Adversarial Training

Enhancing Adversarial Training with Prior Knowledge Distillation for Robust Image Compression

Optional-Order Distributionally Robust Optimization and Applications in Adversarial Classification

Accelerate adversarial training with loss guided propagation for robust image classification

Improving Fast Adversarial Training With Prior-Guided Knowledge