Learning Two-Branch Neural Networks for Image-Text Matching Tasks

Image-language matching tasks have recently attracted a lot of attention in the computer vision field. These tasks include image-sentence matching, i.e., given an image query, retrieving relevant sentences and vice versa, and region-phrase matching or visual grounding, i.e., matching a phrase to rel...

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Bibliographic Details
Published in:IEEE transactions on pattern analysis and machine intelligence 2019-02, Vol.41 (2), p.394-407
Main Authors: Wang, Liwei, Li, Yin, Huang, Jing, Lazebnik, Svetlana
Format: Article
Language:English
Subjects:
Bidirectional control
Computer vision
cross-modal retrieval
Deep learning
Embedding
Feature extraction
Fuses
Grounding
image-sentence retrieval
Matching
Natural languages
Neighborhoods
Neural networks
phrase localization
Sampling
Sentences
Similarity
Task analysis
Training
visual grounding
Visualization
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