SelaVPR++: Towards Seamless Adaptation of Foundation Models for Efficient Place Recognition

Benchmark Model Rank Results
visual-place-recognition-on-spedSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#1Recall@1: 92.9
visual-place-recognition-on-svox-overcastSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#1Recall@1: 98.7
visual-place-recognition-on-svox-rainSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#1Recall@1: 99
visual-place-recognition-on-eynshamSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#2Recall@1: 92.5
visual-place-recognition-on-nordlandSelaVPR++ (DINOv2-B, BoQ12288D, unified training)#2Recall@1: 97.6Recall@5: 99.2
visual-place-recognition-on-nordlandSelaVPR++ (DINOv2-L, float4096D direct retrieval)#20Recall@10: 99.5
visual-place-recognition-on-svox-nightSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#2Recall@1: 98.4
visual-place-recognition-on-mapillary-testSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#3Recall@1: 84Recall@5: 93.7Recall@10: 94.4
visual-place-recognition-on-mapillary-valSelaVPR++ (DINOv2-B, BoQ12288D, unified training)#3Recall@1: 94.9
visual-place-recognition-on-mapillary-valSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#44Recall@5: 98Recall@10: 98.2
visual-place-recognition-on-tokyo247SelaVPR++ (DINOv2-L, rerank50)#3Recall@1: 98.4
visual-place-recognition-on-pittsburgh-30k-testSelaVPR++ (DINOv2-L, binary512D + float4096D, rerank100)#6Recall@1: 94.4Recall@10: 98.1
visual-place-recognition-on-pittsburgh-30k-testSelaVPR++ (DINOv2-L, rerank200)#43Recall@5: 97.6