Hongbin Liu
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2Vision×2AI×1ML×1
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Research Timeline
2026
Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection
The paper introduces ImageProtector, a user-side method that embeds an imperceptible perturbation into images to prevent Multi-modal Large Language Models (MLLMs) from analyzing and extracting sensitive information from them.
Robustness of Vision Foundation Models to Common Perturbations
This paper systematically studies the robustness of vision foundation models to common image perturbations, finding that most models are generally non-robust and proposing a fine-tuning method to improve this resilience.
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Papers
cs.CRcs.CVRecentApr 16, 2026
Robustness of Vision Foundation Models to Common Perturbations
This paper systematically studies the robustness of vision foundation models to common image perturbations, finding that most models are generally non-robust and proposing a fine-tuning method to impr…
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cs.CVcs.AIcs.CRRecentApr 10, 2026