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Models/VSRN

VSRN

Reported on 21 benchmarks across 4 tasks · 1 paper · 15 SOTA

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· 2019-09-06
53
best: 84.8 (BEiT-3)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@1· 2019-09-06
40.5
best: 68 (VAST)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@10· 2019-09-06
81.1
best: 92.8 (VAST)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@5· 2019-09-06
70.6
best: 92.8 (BEiT-3)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@1· 2019-09-06
53
best: 84.8 (BEiT-3)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@1· 2019-09-06
40.5
best: 68 (VAST)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@10· 2019-09-06
81.1
best: 92.8 (VAST)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@5· 2019-09-06
70.6
best: 92.8 (BEiT-3)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@10· 2019-09-06
89.4
best: 98.5 (X2-VLM (large))
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@5· 2019-09-06
81.1
best: 96.5 (X2-VLM (large))
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@10· 2019-09-06
89.4
best: 98.5 (X2-VLM (large))
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@5· 2019-09-06
81.1
best: 96.5 (X2-VLM (large))
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701

Natural Language Processing6 results

Cross-Modal RetrievalonCOCO 2014
Image-to-text R@1· 2019-09-06
53
best: 84.8 (BEiT-3)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@1· 2019-09-06
40.5
best: 68 (VAST)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@10· 2019-09-06
81.1
best: 92.8 (VAST)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@5· 2019-09-06
70.6
best: 92.8 (BEiT-3)
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@10· 2019-09-06
89.4
best: 98.5 (X2-VLM (large))
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@5· 2019-09-06
81.1
best: 96.5 (X2-VLM (large))
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701

Computer Vision3 results

Image RetrievalonFlickr30K 1K test
R@1· 2019-09-06
54.7
best: 86.9 (X-VLM (base))
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image RetrievalonFlickr30K 1K test
R@10· 2019-09-06
88.2
best: 98.7 (X-VLM (base))
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701
Image RetrievalonFlickr30K 1K test
R@5· 2019-09-06
81.8
best: 97.3 (X-VLM (base))
SOTA
Visual Semantic Reasoning for Image-Text Matching arXiv:1909.02701