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Models/RCAR

RCAR

Reported on 39 benchmarks across 4 tasks · 1 paper

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

Miscellaneous24 results

Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@1· 2023-03-23
82.3
best: 98.8 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@10· 2023-03-23
98.4
best: 100 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@5· 2023-03-23
96
best: 100 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@1· 2023-03-23
62.6
best: 93.3 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@10· 2023-03-23
91.1
best: 99.8 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@5· 2023-03-23
85.8
best: 99.5 (M2-Encoder)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@1· 2023-03-23
61.3
best: 84.8 (BEiT-3)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@10· 2023-03-23
92.6
best: 98.5 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@5· 2023-03-23
86.1
best: 96.5 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@1· 2023-03-23
44.3
best: 68 (VAST)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@10· 2023-03-23
83.2
best: 92.8 (VAST)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@5· 2023-03-23
73.2
best: 92.8 (BEiT-3)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@1· 2023-03-23
82.3
best: 98.8 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@10· 2023-03-23
98.4
best: 100 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@5· 2023-03-23
96
best: 100 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@1· 2023-03-23
62.6
best: 93.3 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@10· 2023-03-23
91.1
best: 99.8 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@5· 2023-03-23
85.8
best: 99.4 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@1· 2023-03-23
61.3
best: 84.8 (BEiT-3)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@10· 2023-03-23
92.6
best: 98.5 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@5· 2023-03-23
86.1
best: 96.5 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@1· 2023-03-23
44.3
best: 68 (VAST)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@10· 2023-03-23
83.2
best: 92.8 (VAST)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@5· 2023-03-23
73.2
best: 92.8 (BEiT-3)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371

Natural Language Processing12 results

Cross-Modal RetrievalonFlickr30k
Image-to-text R@1· 2023-03-23
82.3
best: 98.8 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonFlickr30k
Image-to-text R@10· 2023-03-23
98.4
best: 100 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonFlickr30k
Image-to-text R@5· 2023-03-23
96
best: 100 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonFlickr30k
Text-to-image R@1· 2023-03-23
62.6
best: 93.3 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonFlickr30k
Text-to-image R@10· 2023-03-23
91.1
best: 99.8 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonFlickr30k
Text-to-image R@5· 2023-03-23
85.8
best: 99.4 (ERNIE-ViL 2.0)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@1· 2023-03-23
61.3
best: 84.8 (BEiT-3)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@10· 2023-03-23
92.6
best: 98.5 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@5· 2023-03-23
86.1
best: 96.5 (X2-VLM (large))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@1· 2023-03-23
44.3
best: 68 (VAST)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@10· 2023-03-23
83.2
best: 92.8 (VAST)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@5· 2023-03-23
73.2
best: 92.8 (BEiT-3)
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371

Computer Vision3 results

Image RetrievalonFlickr30K 1K test
R@1· 2023-03-23
62.6
best: 86.9 (X-VLM (base))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image RetrievalonFlickr30K 1K test
R@10· 2023-03-23
91.1
best: 98.7 (X-VLM (base))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371
Image RetrievalonFlickr30K 1K test
R@5· 2023-03-23
85.8
best: 97.3 (X-VLM (base))
Plug-and-Play Regulators for Image-Text Matching arXiv:2303.13371