Comprehensive head classification. Presence/absence of hats, sunglasses, and masks; eyes open/closed; mouth open/closed; background simplicity/complexity; and Face Image Quality Assessment (FIQA).

Classify head attributes and assess image quality using a single multi-input inference pass to detect hats, masks, eyewear, mouth state, and eye status.