Data efficient training for egocentric vision-based action recognition

• Main Author: Bai, Haolei
• Other Authors: Alex Chichung Kot
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Deep learning; Egocentric vision; Action recognition
• Online Access: https://hdl.handle.net/10356/182402
• Institution: Nanyang Technological University

We investigate the application of semi-supervised learning in egocentric action anticipation to tackle the issue of limited labeled data. Leveraging both fully labeled and pseudo-labeled data for training can effectively improve model performance, especially when fully labeled data is scarce. We imp...