AnyLoc: Towards Universal Visual Place Recognition

Benchmark Model Rank Results
visual-place-recognition-on-17-placesAnyLoc-VLAD-DINOv2#2Recall@1: 65.02
visual-place-recognition-on-17-placesCLIP#8Recall@1: 59.36
visual-place-recognition-on-baidu-mallAnyLoc-VLAD-DINOv2#2Recall@1: 75.22
visual-place-recognition-on-baidu-mallCLIP#4Recall@1: 56.02
visual-place-recognition-on-gardens-pointAnyLoc-VLAD-DINOv2#1Recall@1: 95.5
visual-place-recognition-on-gardens-pointCLIP#7Recall@1: 42.5
visual-place-recognition-on-hawkinsAnyLoc-VLAD-DINOv2#1Recall@1: 65.25
visual-place-recognition-on-hawkinsCLIP#4Recall@1: 33.05
visual-place-recognition-on-laurel-cavernsAnyLoc-VLAD-DINOv2#1Recall@1: 61.61
visual-place-recognition-on-laurel-cavernsCLIP#5Recall@1: 36.61
visual-place-recognition-on-mid-atlanticAnyLoc-VLAD-DINOv2#1Recall@1: 34.65
visual-place-recognition-on-mid-atlanticCLIP#5Recall@1: 25.74
visual-place-recognition-on-nardo-airAnyLoc-VLAD-DINOv2#1Recall@1: 76.06
visual-place-recognition-on-nardo-airCLIP#4Recall@1: 42.25
visual-place-recognition-on-nardo-air-rAnyLoc-VLAD-DINO#1Recall@1: 94.37
visual-place-recognition-on-nardo-air-rAnyLoc-VLAD-DINOv2#3Recall@1: 85.92
visual-place-recognition-on-nardo-air-rCLIP#7Recall@1: 61.97
visual-place-recognition-on-oxford-robotcar-4AnyLoc-VLAD-DINOv2#1Recall@1: 98.95
visual-place-recognition-on-oxford-robotcar-4CLIP#6Recall@1: 34.55
visual-place-recognition-on-pittsburgh-30kAnyLoc-VLAD-DINOv2#15Recall@1: 87.66
visual-place-recognition-on-pittsburgh-30kCLIP#20Recall@1: 54.97
visual-place-recognition-on-st-luciaAnyLoc-VLAD-DINOv2#8Recall@1: 96.17
visual-place-recognition-on-st-luciaCLIP#10Recall@1: 62.7
visual-place-recognition-on-vp-airAnyLoc-VLAD-DINOv2#1Recall@1: 66.74
visual-place-recognition-on-vp-airCLIP#3Recall@1: 36.59