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Models/LILE

LILE

Reported on 18 benchmarks across 3 tasks · 1 paper

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

Miscellaneous12 results

  • Image Retrieval with Multi-Modal QueryonCOCO 2014
    Image-to-text R@1· 2022-03-02
    55.6
    best: 84.8 (BEiT-3)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Image Retrieval with Multi-Modal QueryonCOCO 2014
    Image-to-text R@10· 2022-03-02
    91
    best: 98.5 (X2-VLM (large))
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Image Retrieval with Multi-Modal QueryonCOCO 2014
    Image-to-text R@5· 2022-03-02
    82.4
    best: 96.5 (X2-VLM (large))
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Image Retrieval with Multi-Modal QueryonCOCO 2014
    Text-to-image R@1· 2022-03-02
    41.5
    best: 68 (VAST)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Image Retrieval with Multi-Modal QueryonCOCO 2014
    Text-to-image R@10· 2022-03-02
    82.2
    best: 92.8 (VAST)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Image Retrieval with Multi-Modal QueryonCOCO 2014
    Text-to-image R@5· 2022-03-02
    72.1
    best: 92.8 (BEiT-3)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal Information RetrievalonCOCO 2014
    Image-to-text R@1· 2022-03-02
    55.6
    best: 84.8 (BEiT-3)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal Information RetrievalonCOCO 2014
    Image-to-text R@10· 2022-03-02
    91
    best: 98.5 (X2-VLM (large))
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal Information RetrievalonCOCO 2014
    Image-to-text R@5· 2022-03-02
    82.4
    best: 96.5 (X2-VLM (large))
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal Information RetrievalonCOCO 2014
    Text-to-image R@1· 2022-03-02
    41.5
    best: 68 (VAST)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal Information RetrievalonCOCO 2014
    Text-to-image R@10· 2022-03-02
    82.2
    best: 92.8 (VAST)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal Information RetrievalonCOCO 2014
    Text-to-image R@5· 2022-03-02
    72.1
    best: 92.8 (BEiT-3)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445

Natural Language Processing6 results

  • Cross-Modal RetrievalonCOCO 2014
    Image-to-text R@1· 2022-03-02
    55.6
    best: 84.8 (BEiT-3)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal RetrievalonCOCO 2014
    Image-to-text R@10· 2022-03-02
    91
    best: 98.5 (X2-VLM (large))
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal RetrievalonCOCO 2014
    Image-to-text R@5· 2022-03-02
    82.4
    best: 96.5 (X2-VLM (large))
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal RetrievalonCOCO 2014
    Text-to-image R@1· 2022-03-02
    41.5
    best: 68 (VAST)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal RetrievalonCOCO 2014
    Text-to-image R@10· 2022-03-02
    82.2
    best: 92.8 (VAST)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445
  • Cross-Modal RetrievalonCOCO 2014
    Text-to-image R@5· 2022-03-02
    72.1
    best: 92.8 (BEiT-3)
    LILE: Look In-Depth before Looking Elsewhere -- A Dual Attention Network using Transformers for Cross-Modal Information Retrieval in Histopathology ArchivesarXiv:2203.01445