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Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality Inversion
2025-01-22
· ICLR 2025 Poster ·
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Findings
IC-280
CLIP, OpenCLIP, and SigLIP exhibit intra-modal misalignment: intra-modal similarity comparisons are suboptimal for image-to-image and text-to-text retrieval
IC-281
SLIP's intra-modal self-supervised loss reduces intra-modal misalignment, making inter-modal inversion unnecessary for image retrieval