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Models/BoQ (ResNet-50)

BoQ (ResNet-50)

Reported on 17 benchmarks across 1 task · 1 paper · 5 SOTA

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

Computer Vision17 results

  • Visual Place RecognitiononSVOX-Snow
    Recall@1· 2024-05-12
    98.7
    best: 99.3 (FoL)
    SOTA
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSVOX-Night
    Recall@1· 2024-05-12
    87.1
    best: 98.8 (FoL)
    SOTA
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSVOX-Rain
    Recall@1· 2024-05-12
    96.2
    best: 98.4 (QAA-DINOv2-B-8192)
    SOTA
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSVOX-Overcast
    Recall@1· 2024-05-12
    97.8
    best: 98.4 (QAA-DINOv2-B-8192)
    SOTA
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSVOX-Sun
    Recall@1· 2024-05-12
    95.9
    best: 98.8 (FoL)
    SOTA
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononAmsterTime
    Recall@1· 2024-05-12
    52.2
    best: 70.1 (FoL)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononNordland
    Recall@1· 2024-05-12
    83.1
    best: 96.7 (QAA-DINOv2-B-8192)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononPittsburgh-250k-test
    Recall@1· 2024-05-12
    95
    best: 97 (FoL)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononPittsburgh-250k-test
    Recall@10· 2024-05-12
    99.1
    best: 99.5 (BoQ)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononPittsburgh-250k-test
    Recall@5· 2024-05-12
    98.5
    best: 99.5 (FoL)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSPED
    Recall@1· 2024-05-12
    86.5
    best: 92.5 (BoQ)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSPED
    Recall@10· 2024-05-12
    95.7
    best: 98 (FoL-global)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononSPED
    Recall@5· 2024-05-12
    93.4
    best: 96.5 (FoL-global)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononMapillary val
    Recall@1· 2024-05-12
    91.2
    best: 97.6 (QAA-DINOv2-B-8192)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononMapillary val
    Recall@10· 2024-05-12
    96.1
    best: 97.7 (Pair-VPR-p)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononMapillary val
    Recall@5· 2024-05-12
    95.3
    best: 97.3 (Pair-VPR-p)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364
  • Visual Place RecognitiononEynsham
    Recall@1· 2024-05-12
    91.3
    best: 92.9 (QAA-DINOv2-B-8192)
    BoQ: A Place is Worth a Bag of Learnable QueriesarXiv:2405.07364