Faster Video Moment Retrieval with Point-Level Supervision

no code implementations • 23 May 2023 • Xun Jiang, Zailei Zhou, Xing Xu, Yang Yang, Guoqing Wang, Heng Tao Shen

Existing VMR methods suffer from two defects: (1) massive expensive temporal annotations are required to obtain satisfying performance; (2) complicated cross-modal interaction modules are deployed, which lead to high computational cost and low efficiency for the retrieval process.

Moment Retrieval Natural Language Queries +1

Balancing Multi-level Interactions for Session-based Recommendation

no code implementations • 29 Oct 2019 • Yujia Zheng, Siyi Liu, Zailei Zhou

For mining the new data without breaking the equilibrium of the model between different interactions, we construct an intra-session graph and an inter-session graph for the current session.

Session-Based Recommendations