Instance-level search on ROxford + R1M (test)
65.8mAP (Medium)HOW (n=2000)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HOW (n=2000)Backbone=R50, Memory (GB)=14.32020.07 | 65.8 | 38.9 | |
| HOW (n=1400)Backbone=R50, Memory (GB)=10.62020.07 | 64.9 | 38.2 | |
| HOW (n=1200)Backbone=R50, Memory (GB)=9.22020.07 | 64.5 | 37.7 | |
| HOW (n=1000)Backbone=R50, Memory (GB)=7.92020.07 | 63.6 | 36.8 | |
| HOW (n=1000)Backbone=R18, Memory (GB)=4.62020.07 | 55.7 | 32 | |
| DELF (evaluated by authors)Backbone=R50, Memory (GB)=9.22020.07 | 54.3 | 31.3 | |
| DELF+Backbone=R50, Memory (GB)=9.22020.07 | 54.1 | 31.1 | |
| DELF [29][34]Backbone=R50, Memory (GB)=9.22020.07 | 53.8 | 31.2 | |
| GeM_AP + GeM_wBackbone=R101, Memory (GB)=15.32020.07 | 52.6 | 27.1 | |
| GeM_APBackbone=R101, Memory (GB)=7.6, Descriptor concatenation=true2020.07 | 47.8 | 22.5 | |
| GeM_w (evaluated by authors)Backbone=R101, Memory (GB)=7.62020.07 | 47.7 | 23.3 | |
| GeM_AP PQ1Backbone=R101, Memory (GB)=1.9, Quantization=PQ12020.07 | 47.7 | 22.5 | |
| GeM_APBackbone=R101, Memory (GB)=7.62020.07 | 47.5 | 23.2 | |
| GeM_AP D 1024Backbone=R101, Memory (GB)=3.8, Dimensionality reduction=10242020.07 | 46.7 | 21.7 | |
| GeM_AP PQ8Backbone=R101, Memory (GB)=0.2, Quantization=PQ82020.07 | 46.1 | 21.6 | |
| GeMBackbone=R101, Memory (GB)=7.62020.07 | 45.2 | 19.9 | |
| GeM_wBackbone=R101, Memory (GB)=7.62020.07 | 45.1 | 22.7 | |
| GeM_AP D 512Backbone=R101, Memory (GB)=1.9, Dimensionality reduction=5122020.07 | 43.9 | 19.7 | |
| R-MACBackbone=R101, Memory (GB)=7.62020.07 | 39.3 | 12.5 |