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Models/BiCro*

BiCro*

Reported on 63 benchmarks across 3 tasks · 1 paper · 63 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 QueryonCOCO-Noisy
Image-to-text R@1· 2023-03-22
78.8
best: 80.9 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@10· 2023-03-22
98.6
best: 99 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Image-to-text R@5· 2023-03-22
96.1
best: 97.2 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
R-Sum· 2023-03-22
523.2
best: 528.6 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@1· 2023-03-22
63.7
best: 65.2 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@10· 2023-03-22
95.7
best: 96.7 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCOCO-Noisy
Text-to-image R@5· 2023-03-22
90.3
best: 91.2 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@1· 2023-03-22
40.8
best: 43.6 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@10· 2023-03-22
76.1
best: 78.1 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
Image-to-text R@5· 2023-03-22
67.2
best: 68.7 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
R-Sum· 2023-03-22
370.2
best: 380.5 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@1· 2023-03-22
42.1
best: 44.9 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@10· 2023-03-22
76.4
best: 78.4 (CRCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonCC152K
Text-to-image R@5· 2023-03-22
67.6
best: 68.4 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@1· 2023-03-22
78.1
best: 80.3 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@10· 2023-03-22
97.5
best: 98.3 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Image-to-text R@5· 2023-03-22
94.4
best: 95.8 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
R-Sum· 2023-03-22
504.7
best: 511.8 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@1· 2023-03-22
60.4
best: 61.6 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@10· 2023-03-22
89.9
best: 92.7 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
Text-to-image R@5· 2023-03-22
84.4
best: 85.5 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@1· 2023-03-22
78.8
best: 80.9 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@10· 2023-03-22
98.6
best: 99 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
Image-to-text R@5· 2023-03-22
96.1
best: 97.2 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
R-Sum· 2023-03-22
523.2
best: 528.6 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@1· 2023-03-22
63.7
best: 65.2 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@10· 2023-03-22
95.7
best: 96.7 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCOCO-Noisy
Text-to-image R@5· 2023-03-22
90.3
best: 91.2 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
Image-to-text R@1· 2023-03-22
40.8
best: 43.6 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
Image-to-text R@10· 2023-03-22
76.1
best: 78.1 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
Image-to-text R@5· 2023-03-22
67.2
best: 68.7 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
R-Sum· 2023-03-22
370.2
best: 380.5 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
Text-to-image R@1· 2023-03-22
42.1
best: 44.9 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
Text-to-image R@10· 2023-03-22
76.4
best: 78.4 (CRCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonCC152K
Text-to-image R@5· 2023-03-22
67.6
best: 68.4 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@1· 2023-03-22
78.1
best: 80.3 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@10· 2023-03-22
97.5
best: 98.3 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
Image-to-text R@5· 2023-03-22
94.4
best: 95.8 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
R-Sum· 2023-03-22
504.7
best: 511.8 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@1· 2023-03-22
60.4
best: 61.6 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@10· 2023-03-22
89.9
best: 92.7 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal Information RetrievalonFlickr30K-Noisy
Text-to-image R@5· 2023-03-22
84.4
best: 85.5 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419

Natural Language Processing21 results

Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@1· 2023-03-22
78.8
best: 80.9 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@10· 2023-03-22
98.6
best: 99 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCOCO-Noisy
Image-to-text R@5· 2023-03-22
96.1
best: 97.2 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCOCO-Noisy
R-Sum· 2023-03-22
523.2
best: 528.6 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@1· 2023-03-22
63.7
best: 65.2 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@10· 2023-03-22
95.7
best: 96.7 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCOCO-Noisy
Text-to-image R@5· 2023-03-22
90.3
best: 91.2 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
Image-to-text R@1· 2023-03-22
40.8
best: 43.6 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
Image-to-text R@10· 2023-03-22
76.1
best: 78.1 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
Image-to-text R@5· 2023-03-22
67.2
best: 68.7 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
R-Sum· 2023-03-22
370.2
best: 380.5 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
Text-to-image R@1· 2023-03-22
42.1
best: 44.9 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
Text-to-image R@10· 2023-03-22
76.4
best: 78.4 (CRCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonCC152K
Text-to-image R@5· 2023-03-22
67.6
best: 68.4 (UGNCL)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@1· 2023-03-22
78.1
best: 80.3 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@10· 2023-03-22
97.5
best: 98.3 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
Image-to-text R@5· 2023-03-22
94.4
best: 95.8 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
R-Sum· 2023-03-22
504.7
best: 511.8 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@1· 2023-03-22
60.4
best: 61.6 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@10· 2023-03-22
89.9
best: 92.7 (CTPR-SGR)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419
Cross-Modal RetrievalonFlickr30K-Noisy
Text-to-image R@5· 2023-03-22
84.4
best: 85.5 (ReCon)
SOTA
BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency arXiv:2303.12419