D²-VPR: A Parameter-efficient Visual-foundation-model-based Visual Place Recognition Method via Knowledge Distillation and Deformable Aggregation

Benchmark Model Rank Results
visual-place-recognition-on-amstertimeD2-VPR (released no encoder)#11Recall@1: 49.1Recall@10: 76.1Recall@5: 70.7
visual-place-recognition-on-nordlandD2-VPR (no encoder)#13Recall@1: 78Recall@5: 89.1
visual-place-recognition-on-nordlandD2-VPR (released no encoder)#21Recall@10: 91.9
visual-place-recognition-on-spedD2-VPR (no encoder)#13Recall@1: 86.2Recall@5: 93.2
visual-place-recognition-on-spedD2-VPR (released no encoder)#20Recall@10: 94.1
visual-place-recognition-on-pittsburgh-250k-testD2-VPR (singleton encoder,10752D)#17Recall@1: 94.9Recall@5: 98.4
visual-place-recognition-on-pittsburgh-250k-testD2-VPR (released no encoder)#31Recall@10: 98.9
visual-place-recognition-on-mapillary-valD2-VPR (singleton encoder,10752D)#20Recall@1: 91.1Recall@5: 96.1
visual-place-recognition-on-mapillary-valD2-VPR (singleton encoder)#40Recall@10: 96.6
visual-place-recognition-on-pittsburgh-30k-testD2-VPR (singleton encoder,10752D)#20Recall@1: 91.8Recall@5: 96.2
visual-place-recognition-on-pittsburgh-30k-testD2-VPR (released no encoder)#41Recall@10: 96.8