NCR

Reported on 63 benchmarks across 3 tasks

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 QueryonCOCO-Noisy
Image-to-text R@1
77.7
best: 80.9 (ReCon)
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@10
98.2
best: 99 (UGNCL)
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@5
95.5
best: 97.2 (UGNCL)
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
R-Sum
518.5
best: 528.6 (ReCon)
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@1
62.5
best: 65.2 (ReCon)
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@10
95.3
best: 96.7 (CTPR-SGR)
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@5
89.3
best: 91.2 (CTPR-SGR)
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@1
39.5
best: 43.6 (UGNCL)
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@10
73.5
best: 78.1 (ReCon)
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@5
64.5
best: 68.7 (ReCon)
Image Retrieval with Multi-Modal QueryonCC152K
R-Sum
355.6
best: 380.5 (ReCon)
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@1
40.3
best: 44.9 (ReCon)
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@10
73.2
best: 78.4 (CRCL)
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@5
64.6
best: 68.4 (UGNCL)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@1
75
best: 80.3 (ReCon)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@10
97.5
best: 98.3 (CTPR-SGR)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@5
93.9
best: 95.8 (CTPR-SGR)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
R-Sum
496.7
best: 511.8 (ReCon)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@1
58.3
best: 61.6 (ReCon)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@10
89
best: 92.7 (CTPR-SGR)
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@5
83
best: 85.5 (ReCon)
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@1
77.7
best: 80.9 (ReCon)
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@10
98.2
best: 99 (UGNCL)
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@5
95.5
best: 97.2 (UGNCL)
Cross-Modal Information RetrievalonCOCO-Noisy
R-Sum
518.5
best: 528.6 (ReCon)
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@1
62.5
best: 65.2 (ReCon)
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@10
95.3
best: 96.7 (CTPR-SGR)
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@5
89.3
best: 91.2 (CTPR-SGR)
Cross-Modal Information RetrievalonCC152K
Image-to-text R@1
39.5
best: 43.6 (UGNCL)
Cross-Modal Information RetrievalonCC152K
Image-to-text R@10
73.5
best: 78.1 (ReCon)
Cross-Modal Information RetrievalonCC152K
Image-to-text R@5
64.5
best: 68.7 (ReCon)
Cross-Modal Information RetrievalonCC152K
R-Sum
355.6
best: 380.5 (ReCon)
Cross-Modal Information RetrievalonCC152K
Text-to-image R@1
40.3
best: 44.9 (ReCon)
Cross-Modal Information RetrievalonCC152K
Text-to-image R@10
73.2
best: 78.4 (CRCL)
Cross-Modal Information RetrievalonCC152K
Text-to-image R@5
64.6
best: 68.4 (UGNCL)
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@1
75
best: 80.3 (ReCon)
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@10
97.5
best: 98.3 (CTPR-SGR)
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@5
93.9
best: 95.8 (CTPR-SGR)
Cross-Modal Information RetrievalonFlickr30K-Noisy
R-Sum
496.7
best: 511.8 (ReCon)
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@1
58.3
best: 61.6 (ReCon)
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@10
89
best: 92.7 (CTPR-SGR)
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@5
83
best: 85.5 (ReCon)

Natural Language Processing21 results

Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@1
77.7
best: 80.9 (ReCon)
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@10
98.2
best: 99 (UGNCL)
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@5
95.5
best: 97.2 (UGNCL)
Cross-Modal RetrievalonCOCO-Noisy
R-Sum
518.5
best: 528.6 (ReCon)
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@1
62.5
best: 65.2 (ReCon)
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@10
95.3
best: 96.7 (CTPR-SGR)
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@5
89.3
best: 91.2 (CTPR-SGR)
Cross-Modal RetrievalonCC152K
Image-to-text R@1
39.5
best: 43.6 (UGNCL)
Cross-Modal RetrievalonCC152K
Image-to-text R@10
73.5
best: 78.1 (ReCon)
Cross-Modal RetrievalonCC152K
Image-to-text R@5
64.5
best: 68.7 (ReCon)
Cross-Modal RetrievalonCC152K
R-Sum
355.6
best: 380.5 (ReCon)
Cross-Modal RetrievalonCC152K
Text-to-image R@1
40.3
best: 44.9 (ReCon)
Cross-Modal RetrievalonCC152K
Text-to-image R@10
73.2
best: 78.4 (CRCL)
Cross-Modal RetrievalonCC152K
Text-to-image R@5
64.6
best: 68.4 (UGNCL)
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@1
75
best: 80.3 (ReCon)
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@10
97.5
best: 98.3 (CTPR-SGR)
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@5
93.9
best: 95.8 (CTPR-SGR)
Cross-Modal RetrievalonFlickr30K-Noisy
R-Sum
496.7
best: 511.8 (ReCon)
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@1
58.3
best: 61.6 (ReCon)
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@10
89
best: 92.7 (CTPR-SGR)
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@5
83
best: 85.5 (ReCon)