most citedImmune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples

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cs.CV2025

Zero-Training Task-Specific Model Synthesis for Few-Shot Medical Image Classification

Yao Qin, Yangyang Yan, YuanChao Yang +4

Deep learning models have achieved remarkable success in medical image analysis but are fundamentally constrained by the requirement for large-scale, meticulously annotated dataset…

cs.CV2023★ 1 cited

Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples

Jinwei Wang, Hao Wu, Haihua Wang +3

The vulnerability of Deep Neural Networks (DNNs) to adversarial examples has been confirmed. Existing adversarial defenses primarily aim at preventing adversarial examples from att…