BoQ: A Place is Worth a Bag of Learnable Queries

Benchmark Model Rank Results
visual-place-recognition-on-san-francisco-landmarkBoQ#1Recall@1: 93.6Recall@10: 96.5Recall@5: 95.8
visual-place-recognition-on-st-luciaBoQ (DINOv2)#1Recall@1: 100.0Recall@5: 100
visual-place-recognition-on-st-luciaBoQ#18Recall@5: 100Recall@10: 100
visual-place-recognition-on-amstertimeBoQ#5Recall@1: 63.0Recall@10: 85.1Recall@5: 81.6
visual-place-recognition-on-amstertimeBoQ (ResNet-50)#10Recall@1: 52.2
visual-place-recognition-on-nordland-2760-queriesBoQ#5Recall@1: 81.3Recall@5: 92.5Recall@10: 94.8
visual-place-recognition-on-pittsburgh-250k-testBoQ#5Recall@1: 96.6Recall@10: 99.5Recall@5: 99.1
visual-place-recognition-on-pittsburgh-250k-testBoQ (ResNet-50)#16Recall@1: 95Recall@10: 99.1Recall@5: 98.5
visual-place-recognition-on-spedBoQ#5Recall@1: 92.5Recall@5: 95.9Recall@10: 96.7
visual-place-recognition-on-spedBoQ (ResNet-50)#12Recall@1: 86.5Recall@5: 93.4Recall@10: 95.7
visual-place-recognition-on-svox-rainBoQ (ResNet-50)#5Recall@1: 96.2
visual-place-recognition-on-svox-snowBoQ (ResNet-50)#5Recall@1: 98.7
visual-place-recognition-on-tokyo247BoQ#5Recall@1: 98.1Recall@5: 98.1Recall@10: 98.7
visual-place-recognition-on-eynshamBoQ#6Recall@1: 92.2Recall@10: 96.4Recall@5: 95.6
visual-place-recognition-on-eynshamBoQ (ResNet-50)#9Recall@1: 91.3
visual-place-recognition-on-svox-overcastBoQ (ResNet-50)#6Recall@1: 97.8
visual-place-recognition-on-svox-sunBoQ (ResNet-50)#6Recall@1: 95.9
visual-place-recognition-on-nordlandBoQ#7Recall@1: 90.6Recall@5: 96.0Recall@10: 97.5
visual-place-recognition-on-nordlandBoQ (ResNet-50)#12Recall@1: 83.1
visual-place-recognition-on-mapillary-testBoQ#8Recall@1: 79Recall@5: 90.3Recall@10: 92
visual-place-recognition-on-svox-nightBoQ (ResNet-50)#8Recall@1: 87.1
visual-place-recognition-on-mapillary-valBoQ#9Recall@1: 93.8Recall@5: 96.8Recall@10: 97
visual-place-recognition-on-mapillary-valBoQ (ResNet-50)#19Recall@1: 91.2Recall@5: 95.3Recall@10: 96.1
visual-place-recognition-on-pittsburgh-30k-testBoQ#12Recall@1: 93.7Recall@5: 97.1Recall@10: 97.9
visual-place-recognition-on-pittsburgh-30k-testBoQ (ResNet-50)#19Recall@1: 92.4