Author

Junwen Pan

2 papers indexed here

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Preprint Oct 2026

Fovea-JEPA: Overcoming Geometric Blind Spots in V-JEPA for Camera Motion Recognition

Camera motion recognition requires separating viewpoint changes caused by camera translation, rotation, or zoom from object motion and scene dynamics. Video-language models often rely on semantic cues and struggle with the geometric evidence needed for this task. Joint-Embedding Predictive Architectures such as V-JEPA...

Xiang-Kun Shi, Han-Hui Li, Shi-Yue Zhang et al. · 0 citations

Jul 2026

HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enhancement

HOMIE proposes a better MLLM integration strategy to extract knowledge of reference-level relationships without compromising the controllability of text encoders or incurring costly re-alignment, and introduces global multimodal guidance within self-attention to better align MLLM-derived semantic features with VAE toke...

Yiyang Cai, Nan Chen, Rongchang Xie et al. · arXiv.org · 0 citations