Focus on Local: Finding Reliable Discriminative Regions for Visual Place Recognition

Benchmark Model Rank Results
visual-place-recognition-on-amstertimeFoL#1Recall@1: 70.1Recall@10: 90.0Recall@5: 91.8
visual-place-recognition-on-amstertimeFoL-global#4Recall@1: 64.6Recall@10: 84.3Recall@5: 88.2
visual-place-recognition-on-svox-nightFoL#1Recall@1: 98.8Recall@5: 99.8Recall@10: 99.9
visual-place-recognition-on-svox-nightFoL-global#3Recall@1: 98.3Recall@5: 99.6Recall@10: 99.6
visual-place-recognition-on-svox-snowFoL#1Recall@1: 99.3Recall@5: 99.8Recall@10: 99.9
visual-place-recognition-on-svox-snowFoL-global#3Recall@1: 99.1Recall@5: 99.7Recall@10: 99.8
visual-place-recognition-on-svox-sunFoL#1Recall@1: 98.8Recall@5: 99.8Recall@10: 99.9
visual-place-recognition-on-svox-sunFoL- global#4Recall@1: 98.1Recall@5: 99.4Recall@10: 99.5
visual-place-recognition-on-pittsburgh-250k-testFoL#2Recall@1: 97.0Recall@10: 99.2Recall@5: 99.5
visual-place-recognition-on-pittsburgh-250k-testFoL-global#8Recall@1: 96.5Recall@10: 99.1Recall@5: 99.5
visual-place-recognition-on-svox-rainFoL#2Recall@1: 98.2
visual-place-recognition-on-svox-rainFoL-global#4Recall@1: 96.5
visual-place-recognition-on-eynshamFoL#3Recall@1: 92.4Recall@10: 95.8Recall@5: 96.6
visual-place-recognition-on-eynshamFoL-global#8Recall@1: 91.7Recall@10: 95.3Recall@5: 96.2
visual-place-recognition-on-sf-xl-test-v2FoL-global (ViT-L, 504x504)#3Recall@1: 95
visual-place-recognition-on-sf-xl-test-v2FoL-global (ViT-L, 322x322)#11Recall@5: 98.2
visual-place-recognition-on-st-luciaFoL-global#3Recall@1: 99.9Recall@5: 100Recall@10: 100
visual-place-recognition-on-st-luciaFoL#4Recall@1: 99.9Recall@5: 100Recall@10: 100
visual-place-recognition-on-nordland-2760-queriesFoL#4Recall@1: 85.5Recall@5: 94.6Recall@10: 96.5
visual-place-recognition-on-nordland-2760-queriesFoL-global#7Recall@1: 78.3Recall@5: 90.8Recall@10: 94.0
visual-place-recognition-on-sf-xl-test-v1FoL-reranking (ViT-L, 504x504)#4Recall@1: 95
visual-place-recognition-on-svox-overcastFoL#4Recall@1: 98.2Recall@5: 99.3Recall@10: 99.7
visual-place-recognition-on-svox-overcastFoL-global#5Recall@1: 97.9Recall@5: 99.2Recall@10: 99.3
visual-place-recognition-on-tokyo247FoL#4Recall@1: 98.4Recall@5: 99.1Recall@10: 99.4
visual-place-recognition-on-tokyo247FoL-global#15Recall@1: 96.2Recall@5: 98.7Recall@10: 98.7
visual-place-recognition-on-nordlandFoL#5Recall@1: 92.6Recall@5: 96.9Recall@10: 98.0
visual-place-recognition-on-nordlandFoL-global#9Recall@1: 87.8Recall@5: 94.5Recall@10: 96.4
visual-place-recognition-on-pittsburgh-30k-testFoL#5Recall@1: 94.5Recall@5: 97.4Recall@10: 98.2
visual-place-recognition-on-pittsburgh-30k-testFoL-global#11Recall@1: 93.9Recall@5: 97.2Recall@10: 98.1
visual-place-recognition-on-mapillary-testFoL#7Recall@1: 80.0Recall@5: 90.9Recall@10: 93.0
visual-place-recognition-on-mapillary-testFoL-global#10Recall@1: 78.7Recall@5: 90.8Recall@10: 93.0
visual-place-recognition-on-spedFoL-global#7Recall@1: 92.1Recall@5: 96.5Recall@10: 98.0
visual-place-recognition-on-spedFoL#9Recall@1: 91.8Recall@5: 96.5Recall@10: 97.4
visual-place-recognition-on-mapillary-valFoL#11Recall@1: 93.5Recall@5: 96.9Recall@10: 97.6
visual-place-recognition-on-mapillary-valFoL-global#13Recall@1: 93.1Recall@5: 96.9Recall@10: 97.4