Beyond the Pixels: VLM-based Evaluation of Identity Preservation in Reference-Guided Synthesis

Aditi Singhania, Krutik Malani, Riddhi Dhawan +6

Evaluating identity preservation in generative models remains a critical yet unresolved challenge. Existing metrics rely on global embeddings or coarse VLM prompting, failing to ca…