Towards unbiased visual emotion recognition via causal intervention

• Main Authors: Chen, Yuedong, Yang, Xu, Cham, Tat-Jen, Cai, Jianfei
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision; Causal Intervention; Backdoor Adjustment
• Online Access: https://hdl.handle.net/10356/172660
• Institution: Nanyang Technological University

Although much progress has been made in visual emotion recognition, researchers have realized that modern deep networks tend to exploit dataset characteristics to learn spurious statistical associations between the input and the target. Such dataset characteristics are usually treated as dataset bia...