3 papers
cs.MM2026
Multi-Faceted Evaluation and Mitigation of Emotion Hallucinations in MLLMs
Bowen Zeng, Peipei Song, Weidong Chen +5
Multimodal large language models (MLLMs) have shown strong potential in open-ended emotion understanding, yet they often generate emotion hallucinations. Evaluating such hallucinat…
cs.CV2026
Depth-Guided Video Object Counting in Crowded Scenes
Yuanjing Xu, Xinyan Liu, Weidong Chen +5
Our primary objective is to advance video object counting in crowded scenes, aiming to robustly count all instances of a target category based on given text or visual prompts. Exis…
cs.CV2025
Towards Efficient Partially Relevant Video Retrieval with Active Moment Discovering
Peipei Song, Long Zhang, Long Lan +4
Partially relevant video retrieval (PRVR) is a practical yet challenging task in text-to-video retrieval, where videos are untrimmed and contain much background content. The pursui…