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Image Credit: Arxiv

It's a (Blind) Match! Towards Vision-Language Correspondence without Parallel Data

  • The platonic representation hypothesis suggests that vision and language embeddings become more homogeneous as model and dataset sizes increase.
  • The study investigates the feasibility of matching vision and language embeddings in an unsupervised manner, without parallel data.
  • A novel heuristic is introduced to solve the unsupervised matching problem, outperforming previous solvers.
  • The analysis shows that vision and language representations can be matched without supervision, enabling embedding semantic knowledge into other modalities without annotation.

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