A Hierarchical Deep Video Understanding Method with Shot-Based Instance Search and Large Language Model. - Ruizhe Li 004; Jiahao Guo; Mingxi Li; Zhengqian Wu; Chao Liang 001 (ACM Multimedia, 2023)

TalkSee: Interactive Video Retrieval Engine Using Large Language Model. - Guihe Gu; Zhengqian Wu; Jiangshan He; Lin Song; Zhongyuan Wang 001; Chao Liang 001 (MMM (4), 2024)

FriendsQA: A New Large-Scale Deep Video Understanding Dataset with Fine-grained Topic Categorization for Story Videos. - Zhengqian Wu; Ruizhe Li 004; Zijun Xu; Zhongyuan Wang 001; Chunxia Xiao; Chao Liang 001 (AAAI, 2025)

Who, What, and Where: Composite-Semantics Instance Search for Story Videos. - Jiahao Guo; Ankang Lu; Zhengqian Wu; Zhongyuan Wang 001; Chao Liang 001 (IEEE Trans. Image Process., 2025)