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cs.CV2025
Foundation versus Domain-specific Models: Performance Comparison, Fusion, and Explainability in Face Recognition
Redwan Sony, Parisa Farmanifard, Arun Ross +1
In this paper, we address the following question: How do generic foundation models (e.g., CLIP, BLIP, GPT-4o, Grok-4) compare against a domain-specific face recognition model (viz.…
cs.CV2025
Benchmarking Foundation Models for Zero-Shot Biometric Tasks
Redwan Sony, Parisa Farmanifard, Hamzeh Alzwairy +2
The advent of foundation models, particularly Vision-Language Models (VLMs) and Multi-modal Large Language Models (MLLMs), has redefined the frontiers of artificial intelligence, e…