A two-stage framework, TSCIR, separates learning image-to-pseudo-word mapping from learning to compose those words with modification text, achieving state-of-the-art zero-shot composed image retrieval on Fashion-IQ, CIRR, and CIRCO.
Reading-strategy inspired visual representation learning for text-to- video retrieval,
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From Mapping to Composing: A Two-Stage Framework for Zero-shot Composed Image Retrieval
A two-stage framework, TSCIR, separates learning image-to-pseudo-word mapping from learning to compose those words with modification text, achieving state-of-the-art zero-shot composed image retrieval on Fashion-IQ, CIRR, and CIRCO.