The pre-normalized CLIP space consists of two linearly separable, offset ellipsoid shells, and cosine similarity to the modality mean closely estimates how typical an image or caption is.
Clip2scene: Towards label-efficient 3d scene understanding by clip
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The Double-Ellipsoid Geometry of CLIP
The pre-normalized CLIP space consists of two linearly separable, offset ellipsoid shells, and cosine similarity to the modality mean closely estimates how typical an image or caption is.