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Models/L2RM-SGRAF

L2RM-SGRAF

Reported on 42 benchmarks across 3 tasks · 1 paper · 9 SOTA

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

Miscellaneous28 results

Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@1· 2024-03-08
43
best: 43.6 (UGNCL)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonCC152K
R-Sum· 2024-03-08
374.2
best: 380.5 (ReCon)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@1· 2024-03-08
42.8
best: 44.9 (ReCon)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
Image-to-text R@1· 2024-03-08
43
best: 43.6 (UGNCL)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
R-Sum· 2024-03-08
374.2
best: 380.5 (ReCon)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
Text-to-image R@1· 2024-03-08
42.8
best: 44.9 (ReCon)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@10· 2024-03-08
75.7
best: 78.1 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@5· 2024-03-08
67.5
best: 68.7 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@10· 2024-03-08
77.2
best: 78.4 (CRCL)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@5· 2024-03-08
68
best: 68.4 (UGNCL)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@1· 2024-03-08
77.9
best: 80.3 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@10· 2024-03-08
97.8
best: 98.3 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@5· 2024-03-08
95.2
best: 95.8 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
R-Sum· 2024-03-08
503.8
best: 511.8 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@1· 2024-03-08
59.8
best: 61.6 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@10· 2024-03-08
89.5
best: 92.7 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@5· 2024-03-08
83.6
best: 85.5 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
Image-to-text R@10· 2024-03-08
75.7
best: 78.1 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
Image-to-text R@5· 2024-03-08
67.5
best: 68.7 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
Text-to-image R@10· 2024-03-08
77.2
best: 78.4 (CRCL)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonCC152K
Text-to-image R@5· 2024-03-08
68
best: 68.4 (UGNCL)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@1· 2024-03-08
77.9
best: 80.3 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@10· 2024-03-08
97.8
best: 98.3 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@5· 2024-03-08
95.2
best: 95.8 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
R-Sum· 2024-03-08
503.8
best: 511.8 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@1· 2024-03-08
59.8
best: 61.6 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@10· 2024-03-08
89.5
best: 92.7 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@5· 2024-03-08
83.6
best: 85.5 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105

Natural Language Processing14 results

Cross-Modal RetrievalonCC152K
Image-to-text R@1· 2024-03-08
43
best: 43.6 (UGNCL)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonCC152K
R-Sum· 2024-03-08
374.2
best: 380.5 (ReCon)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonCC152K
Text-to-image R@1· 2024-03-08
42.8
best: 44.9 (ReCon)
SOTA
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonCC152K
Image-to-text R@10· 2024-03-08
75.7
best: 78.1 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonCC152K
Image-to-text R@5· 2024-03-08
67.5
best: 68.7 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonCC152K
Text-to-image R@10· 2024-03-08
77.2
best: 78.4 (CRCL)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonCC152K
Text-to-image R@5· 2024-03-08
68
best: 68.4 (UGNCL)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@1· 2024-03-08
77.9
best: 80.3 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@10· 2024-03-08
97.8
best: 98.3 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@5· 2024-03-08
95.2
best: 95.8 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
R-Sum· 2024-03-08
503.8
best: 511.8 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@1· 2024-03-08
59.8
best: 61.6 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@10· 2024-03-08
89.5
best: 92.7 (CTPR-SGR)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@5· 2024-03-08
83.6
best: 85.5 (ReCon)
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval arXiv:2403.05105