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Models/SGRAF

SGRAF

Reported on 47 benchmarks across 4 tasks · 1 paper · 12 SOTA

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@10· 2021-01-05
97.4
best: 100 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@1· 2021-01-05
77.8
best: 98.8 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@10· 2021-01-05
97.4
best: 100 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@5· 2021-01-05
94.1
best: 100 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@1· 2021-01-05
58.5
best: 93.3 (ERNIE-ViL 2.0)
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@5· 2021-01-05
83
best: 99.4 (ERNIE-ViL 2.0)
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@1· 2021-01-05
77.8
best: 98.8 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@5· 2021-01-05
94.1
best: 100 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@1· 2021-01-05
58.5
best: 93.3 (ERNIE-ViL 2.0)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@10· 2021-01-05
88.8
best: 99.8 (ERNIE-ViL 2.0)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@5· 2021-01-05
83
best: 99.5 (M2-Encoder)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@1· 2021-01-05
57.8
best: 84.8 (BEiT-3)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@10· 2021-01-05
91.6
best: 98.5 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@5· 2021-01-05
84.9
best: 96.5 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@1· 2021-01-05
41.9
best: 68 (VAST)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@10· 2021-01-05
81.3
best: 92.8 (VAST)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@5· 2021-01-05
70.7
best: 92.8 (BEiT-3)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@10· 2021-01-05
88.8
best: 99.8 (ERNIE-ViL 2.0)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@1· 2021-01-05
57.8
best: 84.8 (BEiT-3)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@10· 2021-01-05
91.6
best: 98.5 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@5· 2021-01-05
84.9
best: 96.5 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@1· 2021-01-05
41.9
best: 68 (VAST)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@10· 2021-01-05
81.3
best: 92.8 (VAST)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@5· 2021-01-05
70.7
best: 92.8 (BEiT-3)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368

Natural Language Processing12 results

Cross-Modal RetrievalonFlickr30k
Image-to-text R@1· 2021-01-05
77.8
best: 98.8 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonFlickr30k
Image-to-text R@10· 2021-01-05
97.4
best: 100 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonFlickr30k
Image-to-text R@5· 2021-01-05
94.1
best: 100 (X2-VLM (large))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonFlickr30k
Text-to-image R@1· 2021-01-05
58.5
best: 93.3 (ERNIE-ViL 2.0)
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonFlickr30k
Text-to-image R@5· 2021-01-05
83
best: 99.4 (ERNIE-ViL 2.0)
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonFlickr30k
Text-to-image R@10· 2021-01-05
88.8
best: 99.8 (ERNIE-ViL 2.0)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@1· 2021-01-05
57.8
best: 84.8 (BEiT-3)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@10· 2021-01-05
91.6
best: 98.5 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@5· 2021-01-05
84.9
best: 96.5 (X2-VLM (large))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@1· 2021-01-05
41.9
best: 68 (VAST)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@10· 2021-01-05
81.3
best: 92.8 (VAST)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@5· 2021-01-05
70.7
best: 92.8 (BEiT-3)
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368

Computer Vision11 results

Image RetrievalonFlickr30K 1K test
R@1· 2021-01-05
58.5
best: 86.9 (X-VLM (base))
SOTA
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image RetrievalonFlickr30K 1K test
R@10· 2021-01-05
88.8
best: 98.7 (X-VLM (base))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image RetrievalonFlickr30K 1K test
R@5· 2021-01-05
83
best: 97.3 (X-VLM (base))
Similarity Reasoning and Filtration for Image-Text Matching arXiv:2101.01368
Image RetrievalonConQA Conceptual
R-precision
1.3
best: 6.8 (CLIP)
Image RetrievalonConQA Conceptual
Recall@1
0
best: 12.2 (CLIP)
Image RetrievalonConQA Conceptual
Recall@10
10.2
best: 40.8 (BLIP)
Image RetrievalonConQA Conceptual
Recall@5
8.2
best: 30.6 (CLIP)
Image RetrievalonConQA Descriptive
R-precision
7.9
best: 16.5 (CLIP)
Image RetrievalonConQA Descriptive
Recall@1
6.9
best: 20.7 (CLIP)
Image RetrievalonConQA Descriptive
Recall@10
34.5
best: 65.5 (CLIP)
Image RetrievalonConQA Descriptive
Recall@5
24.1
best: 58.3 (CLIP)