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Conference Open access Sep 2026

Re-Weighting Cross-Modal Pairs via Rank Consistency for Noise-Robust Retrieval

Image-text alignment relies on large-scale, well-aligned image-text pairs, yet web-crawled datasets inevitably introduce noisy correspondence. Existing methods typically re-weight training pairs by estimating semantic matching degrees from the model's own similarity predictions, which are inherently unreliable under no...

Wei-Ran Pan, Wei Wei · 0 citations
#artificial intelligence Preprint Sep 2026

PACE: Progressive Angular-to-Norm Contrastive Embedding

Multimodal embedding models encode heterogeneous inputs into a shared embedding space, enabling efficient similarity computation across modalities and tasks. Most existing methods optimize cosine-based contrastive objectives, which promote stable training but restrict semantic compatibility to angular geometry, preclud...

Yan-Ping Li, Wei Zhou, Ya-Wen Liu et al. · 1 citation

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