Concept-Guided Prediction Refinement for Zero-Shot Style Classification
Concept-Guided Prediction Refinement (CGPR), a novel training-free framework for zero-shot painting style classification, is proposed, which consistently improves both Top-1 accuracy and balanced accuracy over vanilla zero-shot inference without requiring additional labeled data or model fine-tuning.