Research Article
Deep Visual Semantic Embedding with Text Data Augmentation and Word Embedding Initialization
Table 6
Experimental results with word embedding initialization.
| Dataset | Feature (s) | Image count | Image retrieval | R@1 | R@5 | R@10 | Med r | R@1 | R@5 | R@10 | Med r |
| Flickr8k | Aug | 20.9 | 44.1 | 58.8 | 7 | 14.5 | 39.0 | 51.2 | 10 | Aug + Word2Vec | 21.5 | 49.1 | 62.3 | 6 | 15.1 | 38.9 | 53.1 | 9 | Flickr30k | Aug | 30.6 | 57.9 | 68.5 | 4 | 21.4 | 49.3 | 61.4 | 6 | Aug + Word2Vec | 33.4 | 59.2 | 69.6 | 3 | 23.3 | 49.9 | 61.7 | 6 |
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