Find person in image gallery using text queries by leveraging larger libraries
Find person in image gallery using text queries by leveraging larger libraries
Text-Based Person Search with Limited Data
arXiv paper abstract https://arxiv.org/abs/2110.10807v1
arXiv PDF paper https://arxiv.org/pdf/2110.10807v1.pdf
Text-based person search (TBPS) aims at retrieving a target person from an image gallery with a descriptive text query.
Solving such a fine-grained cross-modal retrieval task ... hampered by the lack of large-scale datasets.
... present a framework with two novel components to handle ... limited data.
Firstly, ... introduce a cross-modal momentum contrastive learning framework to enrich the training data for a given mini-batch.
Secondly, ... transfer knowledge learned from existing coarse-grained large-scale datasets containing image-text pairs
... method achieves new state of the art on the CUHK-PEDES dataset with significant improvements over the prior art in terms of Rank-1 and mAP. ...
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