Fang‐Yi Su

SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation

2026

Effective data augmentation for domain-specific image classification must balance three competing objectives: diversity, faithfulness, and label clarity. However, current methods, including state-of-the-art diffusion models, struggle to achieve this balance and are further limited by issues …