BoQ: A Place is Worth a Bag of Learnable Queries

Benchmark Model Rank Results
visual-place-recognition-on-amstertimeBoQ#3Recall@1: 63.0Recall@10: 85.1Recall@5: 81.6
visual-place-recognition-on-amstertimeBoQ (ResNet-50)#5Recall@1: 52.2
visual-place-recognition-on-eynshamBoQ#2Recall@1: 92.2Recall@10: 96.4Recall@5: 95.6
visual-place-recognition-on-eynshamBoQ (ResNet-50)#4Recall@1: 91.3
visual-place-recognition-on-mapillary-testBoQ#3Recall@1: 79Recall@5: 90.3Recall@10: 92
visual-place-recognition-on-mapillary-valBoQ#2Recall@1: 93.8Recall@5: 96.8Recall@10: 97
visual-place-recognition-on-mapillary-valBoQ (ResNet-50)#7Recall@1: 91.2Recall@5: 95.3Recall@10: 96.1
visual-place-recognition-on-nordlandBoQ#2Recall@1: 90.6Recall@5: 96.0Recall@10: 97.5
visual-place-recognition-on-nordlandBoQ (ResNet-50)#6Recall@1: 83.1
visual-place-recognition-on-nordland-2760BoQ#2Recall@1: 81.3Recall@5: 92.5Recall@10: 94.8
visual-place-recognition-on-pittsburgh-250kBoQ#2Recall@1: 96.6Recall@10: 99.5Recall@5: 99.1
visual-place-recognition-on-pittsburgh-250kBoQ (ResNet-50)#6Recall@1: 95Recall@10: 99.1Recall@5: 98.5
visual-place-recognition-on-pittsburgh-30kBoQ#5Recall@1: 93.7Recall@5: 97.1Recall@10: 97.9
visual-place-recognition-on-pittsburgh-30kBoQ (ResNet-50)#10Recall@1: 92.4
visual-place-recognition-on-san-franciscoBoQ#1Recall@1: 93.6Recall@10: 96.5Recall@5: 95.8
visual-place-recognition-on-spedBoQ#1Recall@1: 92.5Recall@5: 95.9Recall@10: 96.7
visual-place-recognition-on-spedBoQ (ResNet-50)#5Recall@1: 86.5Recall@5: 93.4Recall@10: 95.7
visual-place-recognition-on-st-luciaBoQ (DINOv2)#1Recall@1: 100.0Recall@5: 100
visual-place-recognition-on-st-luciaBoQ#13Recall@5: 100Recall@10: 100
visual-place-recognition-on-svox-nightBoQ (ResNet-50)#3Recall@1: 87.1
visual-place-recognition-on-svox-overcastBoQ (ResNet-50)#3Recall@1: 97.8
visual-place-recognition-on-svox-rainBoQ (ResNet-50)#3Recall@1: 96.2
visual-place-recognition-on-svox-snowBoQ (ResNet-50)#3Recall@1: 98.7
visual-place-recognition-on-svox-sunBoQ (ResNet-50)#3Recall@1: 95.9
visual-place-recognition-on-tokyo247BoQ#3Recall@1: 98.1Recall@5: 98.1Recall@10: 98.7