3 papers
cs.CV2026
Beyond Language Priors: Diagnosing and Fixing Visual-Origin Hallucinations in Multimodal LLM
Peiyang Xu, Xiaopei Zhu, Jun Zhu +1
Existing research on object hallucination in multimodal large language models (MLLMs) predominantly attributes the problem to language priors such as over-reliance on textual co-oc…
cs.CV2026
Physical Adversarial Examples for Person Detectors in Thermal Images Based on 3D Modeling
Xiaopei Zhu, Siyuan Huang, Zhanhao Hu +3
Thermal Infrared detection is widely used in autonomous driving, medical AI, etc., but its security has only attracted attention recently. We propose infrared adversarial clothing…
cs.CV2026
Mirror Illusion Art
Xiaopei Zhu, Zeyuan Li, Jun Zhu +1
Mirror Illusion Art is a novel reflection-conditioned 3D illusion where one object yields two target appearances (front and mirror). The task is formulated as inverse design from t…