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Models/CREAM

CREAM

Reported on 66 benchmarks across 4 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
    78.9
    best: 80.9 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Image-to-text R@10
    98.6
    best: 99 (UGNCL)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Image-to-text R@5
    96.3
    best: 97.2 (UGNCL)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    R-Sum
    523
    best: 528.6 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Text-to-image R@1
    63.3
    best: 65.2 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Text-to-image R@10
    95.8
    best: 96.7 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Text-to-image R@5
    90.1
    best: 91.2 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Image-to-text R@1
    40.3
    best: 43.6 (UGNCL)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Image-to-text R@10
    77.1
    best: 78.1 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Image-to-text R@5
    68.5
    best: 68.7 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    R-Sum
    372.6
    best: 380.5 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Text-to-image R@1
    40.2
    best: 44.9 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Text-to-image R@10
    78.3
    best: 78.4 (CRCL)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Text-to-image R@5
    68.2
    best: 68.4 (UGNCL)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Image-to-text R@1
    77.4
    best: 80.3 (ReCon)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Image-to-text R@10
    97.3
    best: 98.3 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Image-to-text R@5
    95
    best: 95.8 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    R-Sum
    502.3
    best: 511.8 (ReCon)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Text-to-image R@1
    58.7
    best: 61.6 (ReCon)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Text-to-image R@10
    89.8
    best: 92.7 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Text-to-image R@5
    84.1
    best: 85.5 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Image-to-text R@1
    78.9
    best: 80.9 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Image-to-text R@10
    98.6
    best: 99 (UGNCL)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Image-to-text R@5
    96.3
    best: 97.2 (UGNCL)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    R-Sum
    523
    best: 528.6 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Text-to-image R@1
    63.3
    best: 65.2 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Text-to-image R@10
    95.8
    best: 96.7 (CTPR-SGR)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Text-to-image R@5
    90.1
    best: 91.2 (CTPR-SGR)
  • Cross-Modal Information RetrievalonCC152K
    Image-to-text R@1
    40.3
    best: 43.6 (UGNCL)
  • Cross-Modal Information RetrievalonCC152K
    Image-to-text R@10
    77.1
    best: 78.1 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    Image-to-text R@5
    68.5
    best: 68.7 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    R-Sum
    372.6
    best: 380.5 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    Text-to-image R@1
    40.2
    best: 44.9 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    Text-to-image R@10
    78.3
    best: 78.4 (CRCL)
  • Cross-Modal Information RetrievalonCC152K
    Text-to-image R@5
    68.2
    best: 68.4 (UGNCL)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Image-to-text R@1
    77.4
    best: 80.3 (ReCon)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Image-to-text R@10
    97.3
    best: 98.3 (CTPR-SGR)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Image-to-text R@5
    95
    best: 95.8 (CTPR-SGR)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    R-Sum
    502.3
    best: 511.8 (ReCon)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Text-to-image R@1
    58.7
    best: 61.6 (ReCon)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Text-to-image R@10
    89.8
    best: 92.7 (CTPR-SGR)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Text-to-image R@5
    84.1
    best: 85.5 (ReCon)

Natural Language Processing21 results

  • Cross-Modal RetrievalonCOCO-Noisy
    Image-to-text R@1
    78.9
    best: 80.9 (ReCon)
  • Cross-Modal RetrievalonCOCO-Noisy
    Image-to-text R@10
    98.6
    best: 99 (UGNCL)
  • Cross-Modal RetrievalonCOCO-Noisy
    Image-to-text R@5
    96.3
    best: 97.2 (UGNCL)
  • Cross-Modal RetrievalonCOCO-Noisy
    R-Sum
    523
    best: 528.6 (ReCon)
  • Cross-Modal RetrievalonCOCO-Noisy
    Text-to-image R@1
    63.3
    best: 65.2 (ReCon)
  • Cross-Modal RetrievalonCOCO-Noisy
    Text-to-image R@10
    95.8
    best: 96.7 (CTPR-SGR)
  • Cross-Modal RetrievalonCOCO-Noisy
    Text-to-image R@5
    90.1
    best: 91.2 (CTPR-SGR)
  • Cross-Modal RetrievalonCC152K
    Image-to-text R@1
    40.3
    best: 43.6 (UGNCL)
  • Cross-Modal RetrievalonCC152K
    Image-to-text R@10
    77.1
    best: 78.1 (ReCon)
  • Cross-Modal RetrievalonCC152K
    Image-to-text R@5
    68.5
    best: 68.7 (ReCon)
  • Cross-Modal RetrievalonCC152K
    R-Sum
    372.6
    best: 380.5 (ReCon)
  • Cross-Modal RetrievalonCC152K
    Text-to-image R@1
    40.2
    best: 44.9 (ReCon)
  • Cross-Modal RetrievalonCC152K
    Text-to-image R@10
    78.3
    best: 78.4 (CRCL)
  • Cross-Modal RetrievalonCC152K
    Text-to-image R@5
    68.2
    best: 68.4 (UGNCL)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Image-to-text R@1
    77.4
    best: 80.3 (ReCon)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Image-to-text R@10
    97.3
    best: 98.3 (CTPR-SGR)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Image-to-text R@5
    95
    best: 95.8 (CTPR-SGR)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    R-Sum
    502.3
    best: 511.8 (ReCon)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Text-to-image R@1
    58.7
    best: 61.6 (ReCon)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Text-to-image R@10
    89.8
    best: 92.7 (CTPR-SGR)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Text-to-image R@5
    84.1
    best: 85.5 (ReCon)

Graphs3 results

  • Graph MatchingonSPair-71k
    matching accuracy
    0.851
  • Graph MatchingonWillow Object Class
    matching accuracy
    0.988
    best: 0.991 (COMMON)
  • Graph MatchingonPASCAL VOC
    matching accuracy
    0.814
    best: 0.8411 (GMT-BBGM)