Shi-Yuan Yang

TIC: Co-optimization of training and inference for efficient image-text retrieval.

Embedding-based image-text retrieval methods achieve efficient inference by independently encoding different modalities into a shared space. However, their performance is constrained by a dual limitation: fragile representations during training due to insufficient exploration of the semantic manifold, and biased simila...