A self-trained teacher and knowledge distillation produce a 1.18M-parameter face image quality model that nearly matches the 86.88M-parameter teacher on ICCV 2025 VQualA FIQA challenge data.
An image quality assessment dataset for portraits
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
dataset 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
dataset 1polarities
background 1representative citing papers
citing papers explorer
-
Efficient Face Image Quality Assessment via Self-training and Knowledge Distillation
A self-trained teacher and knowledge distillation produce a 1.18M-parameter face image quality model that nearly matches the 86.88M-parameter teacher on ICCV 2025 VQualA FIQA challenge data.