Early action recognition with category exclusion using policy-based reinforcement learning

• Main Authors: Weng, Junwu, Jiang, Xudong, Zheng, Wei-Long, Yuan, Junsong
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2020
• Subjects: Engineering::Electrical and electronic engineering; Category Exclusion; Early Action Recognition
• Online Access: https://hdl.handle.net/10356/141973
• Institution: Nanyang Technological University

The goal of early action recognition is to predict action label when the sequence is partially observed. The existing methods treat the early action recognition task as sequential classification problems on different observation ratios of an action sequence. Since these models are trained by differe...