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Models/GNN-Reranking

GNN-Reranking

Reported on 8 benchmarks across 3 tasks · 1 paper · 1 SOTA

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

Computer Vision8 results

  • Image RetrievalonOxford5k
    mAP· 2020-12-14
    92.95
    SOTA
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Person Re-IdentificationonMarket-1501
    Rank-1· 2020-12-14
    96.11
    best: 98 (st-ReID(RE, RK))
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Person Re-IdentificationonMarket-1501
    mAP· 2020-12-14
    94.65
    best: 96.21 (Unsupervised Pre-training (ResNet101+RK))
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Image RetrievalonParis6k
    mAP· 2020-12-14
    96.21
    best: 96.6 (IME layer)
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Image RetrievalonUniversity-1652
    AP· 2020-12-14
    74.11
    best: 96.88 (Orientation-Guided Sample4Geo)
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Image RetrievalonUniversity-1652
    Recall@1· 2020-12-14
    70.3
    best: 97.43 (CV-Cities)
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Content-Based Image RetrievalonUniversity-1652
    AP· 2020-12-14
    74.11
    best: 96.88 (Orientation-Guided Sample4Geo)
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620
  • Content-Based Image RetrievalonUniversity-1652
    Recall@1· 2020-12-14
    70.3
    best: 97.43 (CV-Cities)
    Understanding Image Retrieval Re-Ranking: A Graph Neural Network PerspectivearXiv:2012.07620