Noisy label facial expression recognition via face-specific label distribution learning

Open Webpage

Hyunuk Shin, Bokyeung Lee, Bonhwa Ku, Hanseok Ko

Published: 01 Jan 2024, Last Modified: 22 Oct 2025Image Vis. Comput. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Noisy labels in the FER dataset affect facial expression recognition performance.•It is helpful to use distributions for facial expressions rather than single labels.•New target distribution created with faces from multi-perspectives using augmentation.•New target distribution reflecting original labels with uncertainty for each sample.•Proving the effectiveness of our method through noisy label injection experiments.