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Models/PVSE

PVSE

Reported on 18 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Miscellaneous12 results

Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@1· 2019-06-11
45.2
best: 84.8 (BEiT-3)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@10· 2019-06-11
84.5
best: 98.5 (X2-VLM (large))
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@5· 2019-06-11
74.3
best: 96.5 (X2-VLM (large))
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@1· 2019-06-11
32.4
best: 68 (VAST)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@10· 2019-06-11
75
best: 92.8 (VAST)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@5· 2019-06-11
63
best: 92.8 (BEiT-3)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@1· 2019-06-11
45.2
best: 84.8 (BEiT-3)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@10· 2019-06-11
84.5
best: 98.5 (X2-VLM (large))
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@5· 2019-06-11
74.3
best: 96.5 (X2-VLM (large))
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@1· 2019-06-11
32.4
best: 68 (VAST)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@10· 2019-06-11
75
best: 92.8 (VAST)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@5· 2019-06-11
63
best: 92.8 (BEiT-3)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402

Natural Language Processing6 results

Cross-Modal RetrievalonCOCO 2014
Image-to-text R@1· 2019-06-11
45.2
best: 84.8 (BEiT-3)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@10· 2019-06-11
84.5
best: 98.5 (X2-VLM (large))
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@5· 2019-06-11
74.3
best: 96.5 (X2-VLM (large))
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@1· 2019-06-11
32.4
best: 68 (VAST)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@10· 2019-06-11
75
best: 92.8 (VAST)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@5· 2019-06-11
63
best: 92.8 (BEiT-3)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval arXiv:1906.04402