Perceptually initializing a CLIP vision encoder with NIGHTS triplet judgments before YFCC15M contrastive training improves zero-shot accuracy and retrieval over an identical random-start baseline.
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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment
Perceptually initializing a CLIP vision encoder with NIGHTS triplet judgments before YFCC15M contrastive training improves zero-shot accuracy and retrieval over an identical random-start baseline.