EffoVPR: Effective Foundation Model Utilization for Visual Place Recognition

Benchmark Model Rank Results
visual-place-recognition-on-amstertimeEffoVPR–Recall@1: 65.5
visual-place-recognition-on-eynshamEffoVPR–Recall@1: 91.0
visual-place-recognition-on-mapillary-testEffoVPR–Recall@1: 79.0Recall@5: 89.0Recall@10: 91.6
visual-place-recognition-on-mapillary-valEffoVPR–Recall@1: 92.8Recall@5: 97.2Recall@10: 97.4
visual-place-recognition-on-nordlandEffoVPR–Recall@1: 95.0Recall@5: 98.6
visual-place-recognition-on-pittsburgh-30k-testEffoVPR–Recall@1: 93.9Recall@5: 97.4
visual-place-recognition-on-san-francisco-landmarkEffoVPR–Recall@1: 93.0
visual-place-recognition-on-sf-xl-test-v1EffoVPR–Recall@1: 95.5Recall@10: 98.1
visual-place-recognition-on-sf-xl-test-v2EffoVPR–Recall@1: 94.5Recall@5: 98.2Recall@10: 97.8
visual-place-recognition-on-spedEffoVPR-R (1024D global + local reranking, 504px)–Recall@5: 97.9Recall@10: 98.4
visual-place-recognition-on-spedEffoVPR-R (rerank top5, 504px)–Recall@1: 93.4
visual-place-recognition-on-st-luciaEffoVPR–Recall@1: 100.0Recall@5: 100.0
visual-place-recognition-on-svox-nightEffoVPR-R (1024D global + local reranking, 504px)–Recall@1: 97.4Recall@5: 99.5Recall@10: 99.5
visual-place-recognition-on-svox-overcastEffoVPR-R (1024D global + local reranking, 504px)–Recall@1: 98.4Recall@5: 99.3Recall@10: 99.7
visual-place-recognition-on-svox-snowEffoVPR-R (1024D global + local reranking, 504px)–Recall@1: 98.7Recall@5: 99.7Recall@10: 99.7
visual-place-recognition-on-svox-sunEffoVPR-R (1024D global + local reranking, 504px)–Recall@1: 97.7Recall@5: 99.3Recall@10: 99.4
visual-place-recognition-on-tokyo247EffoVPR–Recall@1: 98.7Recall@5: 98.7Recall@10: 98.7