Query-Based Adaptive Aggregation for Multi-Dataset Joint Training Toward Universal Visual Place Recognition

Benchmark Model Rank Results
visual-place-recognition-on-amstertimeQAA-DINOv2-B-8192Recall@1: 63.7
visual-place-recognition-on-eynshamQAA-DINOv2-B-8192Recall@1: 92.9
visual-place-recognition-on-mapillary-testQAA-DINOv2-B-8192Recall@1: 85.7
visual-place-recognition-on-mapillary-valQAA-DINOv2-B-8192Recall@1: 97.6
visual-place-recognition-on-nordlandQAA-DINOv2-B-8192Recall@1: 96.7
visual-place-recognition-on-nordland-2760QAA-DINOv2-B-8192Recall@1: 91.8
visual-place-recognition-on-pittsburgh-250kQAA-DINOv2-B-8192Recall@1: 96.6
visual-place-recognition-on-pittsburgh-30kQAA-DINOv2-B-8192Recall@1: 94.4
visual-place-recognition-on-sf-xl-test-v1QAA-DINOv2-B-8192Recall@1: 94.4
visual-place-recognition-on-sf-xl-test-v2QAA-DINOv2-B-8192Recall@1: 94.6
visual-place-recognition-on-spedQAA-DINOv2-B-8192Recall@1: 91.8
visual-place-recognition-on-svox-nightQAA-DINOv2-B-8192Recall@1: 97.2
visual-place-recognition-on-svox-overcastQAA-DINOv2-B-8192Recall@1: 98.4
visual-place-recognition-on-svox-rainQAA-DINOv2-B-8192Recall@1: 98.4
visual-place-recognition-on-svox-snowQAA-DINOv2-B-8192Recall@1: 99.1
visual-place-recognition-on-svox-sunQAA-DINOv2-B-8192Recall@1: 97.3
visual-place-recognition-on-tokyo247QAA-DINOv2-B-8192Recall@1: 98.4