most citedmlpack 4: a fast, header-only C++ machine learning library

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cs.CV2025

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…