| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Retrieval | Oxford 5k | mAP94.7 | 100 | |
| Image Retrieval | Oxford5k (test) | mAP91.9 | 97 | |
| Image Retrieval | Revisited Oxford (ROxf) + R1M (Hard) | mAP76.3 | 83 | |
| Image Retrieval | Oxford 105k | mAP93.6 | 47 | |
| Place Recognition | Oxford | AR@1%99.1 | 42 | |
| Image Retrieval | R-Oxford Medium | mAP78.3 | 35 | |
| Image Retrieval | Oxford Revisited (Hard) | mAP58.9 | 33 | |
| Point Cloud Registration | Oxford Stereo DSO | RTE (m)0.35 | 30 | |
| Image Retrieval | Revisited Oxford (ROxf) v1 (Hard) | mAP81.8 | 29 | |
| LiDAR Localization | Oxford (17-14-03-00) | Mean Position Error (m)0.6 | 23 | |
| LiDAR Localization | Oxford (17-13-26-39) | Mean Position Error (m)0.77 | 23 | |
| LiDAR Localization | Oxford (15-13-06-37) | Mean Position Error (m)0.74 | 23 | |
| Definition Generation | Oxford | BLEU30.87 | 23 | |
| Image Retrieval | Revisited Oxford (ROxf) Hard 1.0 (test) | mAP60.2 | 20 | |
| LiDAR Relocalization | Oxford (test) | Translation Error (Seq 15-13-06-37)2.22 | 12 | |
| LiDAR Localization | Oxford (Average) | Mean Position Error (m)2.67 | 12 | |
| LiDAR Localization | Oxford (18-14-14-42) | Mean Position Error (m)1.95 | 12 | |
| LiDAR Localization | Oxford | Mean Position Error (m)2.67 | 12 | |
| Image Retrieval | Oxford 5k classic (base) | mAP92.6 | 12 | |
| Visual Place Recognition | Oxford Urban | Recall@199.5 | 11 | |
| Global Localization | Oxford | Recall@10.837 | 10 | |
| Place Recognition | Oxford (test) | Recall@1%98.6 | 10 | |
| Place Recognition | Oxford Refined Dataset | AR@1%99.3 | 10 | |
| Image Retrieval | ROxford + R1M (medium, hard) | mAP (medium)66.5 | 9 | |
| Image Retrieval | ROxford Revisited (medium, hard) | mAP (medium)81.8 | 9 |