Robust visual recognition in poor visibility conditions: a prior knowledge-guided adversarial learning approach

• Main Authors: Yang, Jiangang, Yang, Jianfei, Luo, Luqing, Wang, Yun, Wang, Shizheng, Liu, Jian
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Electrical and electronic engineering; Robust Visual Recognition; Poor Visibility Conditions
• Online Access: https://hdl.handle.net/10356/171563
• Institution: Nanyang Technological University

Deep learning has achieved remarkable success in numerous computer vision tasks. However, recent research reveals that deep neural networks are vulnerable to natural perturbations from poor visibility conditions, limiting their practical applications. While several studies have focused on enhancing...