Yongbiao Gao @ PALM, SEU

Yongbiao Gao, Ning Xu, Xin Geng. Video Summarization via Label Distributions Dual-Reward, In: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI’21), Montreal, Canada, 2021. [paper] [code]
Summary: In this paper, a label distribution is mapped from the CNN and LSTM-based state representation to capture the subjectiveness of video summaries. The dual-reward is designed by measuring the similarity between user score distribution and the generated label distribution.

Yongbiao Gao, Yu Zhang, Xin Geng. Label Enhancement for Label Distribution Learning via Prior Knowledge, In: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI’20), Yokohama, Japan, 2020. [paper]
Summary: We model the label enhancement as a dynamic decision process and propose a reinforcement learning based algorithm for label enhancement (RLLE), which recovers the label distribution via the prior knowledge.