Author

Ding-Yi Lu

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Open access 2026

Target-Oriented Adversarial Patches Against Vision–Language Models via Heatmap-Guided Localization

A target-oriented adversarial patch framework that addresses both patch placement and patch optimization, and cross-model evaluation indicates that patches exhibit non-trivial transferability within the CLIP family, particularly when EVA-CLIP is used as the source model.

Xue-Ying Wang, Ding-Yi Lu, Cheng-Ci Hu et al. · IEEE Access · 0 citations

#artificial intelligence Preprint Sep 2026

InfraPatch: Cross-Task Targeted Grayscale Patch Attacks on Infrared-Adapted Vision-Language Models

Results show that small grayscale patches can inject chosen target semantics across IR-VLM families under a controlled digital threat model, motivating stronger robustness evaluation for infrared multimodal systems.

Chengyin Hu, Ding-Yi Lu, Jiajun Han et al. · 0 citations