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Inference-optimized lightweight linear probe built on CLIP.

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lightprobe

Inference-optimized lightweight linear probe built on CLIP.

Experiment Results

CLIP Similarity Scores (n=2000, ViT-B-32)

Threshold at average of both distribution means.

Accuracy Precision Recall F1
Value 0.674 0.677 0.684 0.681

image

CLIP Similarity Scores (n=1000, ViT-g-14)

Threshold at average of both distribution means.

Accuracy Precision Recall F1
Value 0.713 0.702 0.729 0.716

image

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Inference-optimized lightweight linear probe built on CLIP.

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