Author

Ting Lei

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Preprint Aug 2026

ReART: Reference-Guided Retrieval and Refinement for Emotion-Aware Art Generation

Emotion-aware artistic image generation requires a model to satisfy semantic content, artistic style, and target emotion simultaneously. The key challenge is that artistic captions conflate these axes into underspecified free-form text, making fine-grained visual attributes such as brushwork, composition, and tonal atm...

Qianqian Tang, Jia-Yi Gao, Ting Lei et al. · 0 citations

Jul 2026

Unleashing Multimodal Large Language Models for Training-free HOI Detection in the Wild

Two key mechanisms are introduced: Context-aware Multi-round Reasoning, which progressively refines interaction hypotheses to ensure exhaustive and compositional HOI discovery, and Multifaceted Interaction Localization, which enhances grounding precision by generating instance-specific descriptions that integrate seman...

Ting Lei, Jialin Liu, Zhu Xu et al. · arXiv.org · 1 citation