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Models/UGNCL

UGNCL

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
    79.5
    best: 80.9 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Image-to-text R@10
    99
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Image-to-text R@5
    97.2
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    R-Sum
    526.3
    best: 528.6 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Text-to-image R@1
    63.7
    best: 65.2 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Text-to-image R@10
    96
    best: 96.7 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonCOCO-Noisy
    Text-to-image R@5
    90.9
    best: 91.2 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Image-to-text R@1
    43.6
  • Image Retrieval with Multi-Modal QueryonCC152K
    Image-to-text R@10
    74.9
    best: 78.1 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Image-to-text R@5
    67.1
    best: 68.7 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    R-Sum
    373.1
    best: 380.5 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Text-to-image R@1
    42.7
    best: 44.9 (ReCon)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Text-to-image R@10
    76.4
    best: 78.4 (CRCL)
  • Image Retrieval with Multi-Modal QueryonCC152K
    Text-to-image R@5
    68.4
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Image-to-text R@1
    78.4
    best: 80.3 (ReCon)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Image-to-text R@10
    97.8
    best: 98.3 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Image-to-text R@5
    95.8
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    R-Sum
    505.6
    best: 511.8 (ReCon)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Text-to-image R@1
    59.8
    best: 61.6 (ReCon)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Text-to-image R@10
    89.5
    best: 92.7 (CTPR-SGR)
  • Image Retrieval with Multi-Modal QueryonFlickr30K-Noisy
    Text-to-image R@5
    84.3
    best: 85.5 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Image-to-text R@1
    79.5
    best: 80.9 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Image-to-text R@10
    99
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Image-to-text R@5
    97.2
  • Cross-Modal Information RetrievalonCOCO-Noisy
    R-Sum
    526.3
    best: 528.6 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Text-to-image R@1
    63.7
    best: 65.2 (ReCon)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Text-to-image R@10
    96
    best: 96.7 (CTPR-SGR)
  • Cross-Modal Information RetrievalonCOCO-Noisy
    Text-to-image R@5
    90.9
    best: 91.2 (CTPR-SGR)
  • Cross-Modal Information RetrievalonCC152K
    Image-to-text R@1
    43.6
  • Cross-Modal Information RetrievalonCC152K
    Image-to-text R@10
    74.9
    best: 78.1 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    Image-to-text R@5
    67.1
    best: 68.7 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    R-Sum
    373.1
    best: 380.5 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    Text-to-image R@1
    42.7
    best: 44.9 (ReCon)
  • Cross-Modal Information RetrievalonCC152K
    Text-to-image R@10
    76.4
    best: 78.4 (CRCL)
  • Cross-Modal Information RetrievalonCC152K
    Text-to-image R@5
    68.4
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Image-to-text R@1
    78.4
    best: 80.3 (ReCon)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Image-to-text R@10
    97.8
    best: 98.3 (CTPR-SGR)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Image-to-text R@5
    95.8
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    R-Sum
    505.6
    best: 511.8 (ReCon)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Text-to-image R@1
    59.8
    best: 61.6 (ReCon)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Text-to-image R@10
    89.5
    best: 92.7 (CTPR-SGR)
  • Cross-Modal Information RetrievalonFlickr30K-Noisy
    Text-to-image R@5
    84.3
    best: 85.5 (ReCon)

Natural Language Processing21 results

  • Cross-Modal RetrievalonCOCO-Noisy
    Image-to-text R@1
    79.5
    best: 80.9 (ReCon)
  • Cross-Modal RetrievalonCOCO-Noisy
    Image-to-text R@10
    99
  • Cross-Modal RetrievalonCOCO-Noisy
    Image-to-text R@5
    97.2
  • Cross-Modal RetrievalonCOCO-Noisy
    R-Sum
    526.3
    best: 528.6 (ReCon)
  • Cross-Modal RetrievalonCOCO-Noisy
    Text-to-image R@1
    63.7
    best: 65.2 (ReCon)
  • Cross-Modal RetrievalonCOCO-Noisy
    Text-to-image R@10
    96
    best: 96.7 (CTPR-SGR)
  • Cross-Modal RetrievalonCOCO-Noisy
    Text-to-image R@5
    90.9
    best: 91.2 (CTPR-SGR)
  • Cross-Modal RetrievalonCC152K
    Image-to-text R@1
    43.6
  • Cross-Modal RetrievalonCC152K
    Image-to-text R@10
    74.9
    best: 78.1 (ReCon)
  • Cross-Modal RetrievalonCC152K
    Image-to-text R@5
    67.1
    best: 68.7 (ReCon)
  • Cross-Modal RetrievalonCC152K
    R-Sum
    373.1
    best: 380.5 (ReCon)
  • Cross-Modal RetrievalonCC152K
    Text-to-image R@1
    42.7
    best: 44.9 (ReCon)
  • Cross-Modal RetrievalonCC152K
    Text-to-image R@10
    76.4
    best: 78.4 (CRCL)
  • Cross-Modal RetrievalonCC152K
    Text-to-image R@5
    68.4
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Image-to-text R@1
    78.4
    best: 80.3 (ReCon)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Image-to-text R@10
    97.8
    best: 98.3 (CTPR-SGR)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Image-to-text R@5
    95.8
  • Cross-Modal RetrievalonFlickr30K-Noisy
    R-Sum
    505.6
    best: 511.8 (ReCon)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Text-to-image R@1
    59.8
    best: 61.6 (ReCon)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Text-to-image R@10
    89.5
    best: 92.7 (CTPR-SGR)
  • Cross-Modal RetrievalonFlickr30K-Noisy
    Text-to-image R@5
    84.3
    best: 85.5 (ReCon)