RCF-Net: Degradation-Aware Hybrid CNN–Transformer for Child Face Identification in Surveillance
Child face identification from surveillance video remains difficult because facial crops are frequently low-resolution, blurred, partially occluded, and captured under unstable illumination. Age-related facial variation further increases the difficulty of maintaining discriminative identity embeddings for children. Thi...