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Models/SREM

SREM

Reported on 63 benchmarks across 3 tasks · 1 paper · 18 SOTA

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

Miscellaneous42 results

Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@10· 2023-12-27
77.1
best: 78.1 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@5· 2023-12-27
67.5
best: 68.7 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@5· 2023-12-27
68.2
best: 68.4 (UGNCL)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@1· 2023-12-27
79.5
best: 80.3 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@1· 2023-12-27
61.2
best: 61.6 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@5· 2023-12-27
84.8
best: 85.5 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
Image-to-text R@10· 2023-12-27
77.1
best: 78.1 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
Image-to-text R@5· 2023-12-27
67.5
best: 68.7 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
Text-to-image R@5· 2023-12-27
68.2
best: 68.4 (UGNCL)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@1· 2023-12-27
79.5
best: 80.3 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@1· 2023-12-27
61.2
best: 61.6 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@5· 2023-12-27
84.8
best: 85.5 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@1· 2023-12-27
78.5
best: 80.9 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@10· 2023-12-27
98.8
best: 99 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@5· 2023-12-27
96.8
best: 97.2 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
R-Sum· 2023-12-27
524.1
best: 528.6 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@1· 2023-12-27
63.8
best: 65.2 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@10· 2023-12-27
95.8
best: 96.7 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@5· 2023-12-27
90.4
best: 91.2 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@1· 2023-12-27
40.9
best: 43.6 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCC152K
R-Sum· 2023-12-27
372.2
best: 380.5 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@1· 2023-12-27
41.5
best: 44.9 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@10· 2023-12-27
77
best: 78.4 (CRCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@10· 2023-12-27
97.9
best: 98.3 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@5· 2023-12-27
94.2
best: 95.8 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
R-Sum· 2023-12-27
507.8
best: 511.8 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@10· 2023-12-27
90.2
best: 92.7 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@1· 2023-12-27
78.5
best: 80.9 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@10· 2023-12-27
98.8
best: 99 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@5· 2023-12-27
96.8
best: 97.2 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
R-Sum· 2023-12-27
524.1
best: 528.6 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@1· 2023-12-27
63.8
best: 65.2 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@10· 2023-12-27
95.8
best: 96.7 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@5· 2023-12-27
90.4
best: 91.2 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
Image-to-text R@1· 2023-12-27
40.9
best: 43.6 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
R-Sum· 2023-12-27
372.2
best: 380.5 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
Text-to-image R@1· 2023-12-27
41.5
best: 44.9 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonCC152K
Text-to-image R@10· 2023-12-27
77
best: 78.4 (CRCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@10· 2023-12-27
97.9
best: 98.3 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@5· 2023-12-27
94.2
best: 95.8 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
R-Sum· 2023-12-27
507.8
best: 511.8 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@10· 2023-12-27
90.2
best: 92.7 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478

Natural Language Processing21 results

Cross-Modal RetrievalonCC152K
Image-to-text R@10· 2023-12-27
77.1
best: 78.1 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCC152K
Image-to-text R@5· 2023-12-27
67.5
best: 68.7 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCC152K
Text-to-image R@5· 2023-12-27
68.2
best: 68.4 (UGNCL)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@1· 2023-12-27
79.5
best: 80.3 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@1· 2023-12-27
61.2
best: 61.6 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@5· 2023-12-27
84.8
best: 85.5 (ReCon)
SOTA
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@1· 2023-12-27
78.5
best: 80.9 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@10· 2023-12-27
98.8
best: 99 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@5· 2023-12-27
96.8
best: 97.2 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
R-Sum· 2023-12-27
524.1
best: 528.6 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@1· 2023-12-27
63.8
best: 65.2 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@10· 2023-12-27
95.8
best: 96.7 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@5· 2023-12-27
90.4
best: 91.2 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCC152K
Image-to-text R@1· 2023-12-27
40.9
best: 43.6 (UGNCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCC152K
R-Sum· 2023-12-27
372.2
best: 380.5 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCC152K
Text-to-image R@1· 2023-12-27
41.5
best: 44.9 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonCC152K
Text-to-image R@10· 2023-12-27
77
best: 78.4 (CRCL)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@10· 2023-12-27
97.9
best: 98.3 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@5· 2023-12-27
94.2
best: 95.8 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
R-Sum· 2023-12-27
507.8
best: 511.8 (ReCon)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@10· 2023-12-27
90.2
best: 92.7 (CTPR-SGR)
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation arXiv:2312.16478