Instance Search on ROxford (test)
42mAPXCIT-S12/8
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| XCIT-S12/8Aggregation strategy=ASMK, k=655362021.06 | 42 | — | — | |
| Resnet50Aggregation strategy=ASMK, k=655362021.06 | 41.9 | — | — | |
| Resnet50Aggregation strategy=ASMK, k=10242021.06 | 41.6 | — | — | |
| XCiT-S12/16Aggregation strategy=VLAD, k=10242021.06 | 40 | — | — | |
| XCIT-S12/16Aggregation strategy=ASMK, k=655362021.06 | 40 | — | — | |
| XCIT-S12/16Aggregation strategy=VLAD, k=2562021.06 | 36.6 | — | — | |
| XCIT-S12/8Aggregation strategy=ASMK, k=10242021.06 | 36.5 | — | — | |
| XCiT-S12/16Aggregation strategy=ASMK, k=10242021.06 | 35.2 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Training protocol=self-supervised DINO2021.06 | 35.1 | — | — | |
| XCiT-S12/8Aggregation strategy=class token, Resolution=768 (default)2021.06 | 33.2 | — | — | |
| Multigrain-resnet50Aggregation strategy=ASMK, k=10242021.06 | 32.9 | — | — | |
| XCIT-S12/8Aggregation strategy=class token, Training protocol=self-supervised DINO2021.06 | 30.9 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=10242021.06 | 30.3 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=768 (default)2021.06 | 30.1 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=7682021.06 | 30.1 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=5122021.06 | 26.6 | — | — | |
| XCiT-S12/16Aggregation strategy=class token, Resolution=3842021.06 | 20.1 | — | — | |
| XCIT-S12/16Aggregation strategy=ASMK, k=655362021.06 | 15 | — | — | |
| Resnet50Aggregation strategy=ASMK, k=10242021.06 | 14.6 | — | — | |
| Resnet50Aggregation strategy=ASMK, k=655362021.06 | 14.5 | — | — | |
| XCiT-S12/16Aggregation strategy=VLAD, k=10242021.06 | 13 | — | — | |
| XCIT-S12/8Aggregation strategy=ASMK, k=655362021.06 | 12.9 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=2242021.06 | 12.7 | — | — | |
| XCiT-S12/8Aggregation strategy=class token, Resolution=768 (default)2021.06 | 12.1 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Training protocol=self-supervised DINO2021.06 | 11.9 | — | — | |
| XCIT-S12/16Aggregation strategy=VLAD, k=2562021.06 | 11.6 | — | — | |
| XCiT-S12/16Aggregation strategy=ASMK, k=10242021.06 | 11.5 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=10242021.06 | 11.2 | — | — | |
| XCIT-S12/8Aggregation strategy=ASMK, k=10242021.06 | 9.4 | — | — | |
| Multigrain-resnet50Aggregation strategy=ASMK, k=10242021.06 | 9.4 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=768 (default)2021.06 | 8.7 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=7682021.06 | 8.7 | — | — | |
| XCIT-S12/8Aggregation strategy=class token, Training protocol=self-supervised DINO2021.06 | 7.9 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=5122021.06 | 5.8 | — | — | |
| XCiT-S12/16Aggregation strategy=class token, Resolution=3842021.06 | 4.6 | — | — | |
| XCIT-S12/16Aggregation strategy=class token, Resolution=2242021.06 | 2.4 | — | — | |
| DELF (evaluated by authors)Backbone=R50, Memory (GB)=9.22020.07 | — | 69.2 | 44.3 | |
| DELF [29][34]Backbone=R50, Memory (GB)=9.22020.07 | — | 67.8 | 43.1 | |
| DELF+Backbone=R50, Memory (GB)=9.22020.07 | — | 69 | 44 | |
| GeMBackbone=R101, Memory (GB)=7.62020.07 | — | 64.7 | 38.5 | |
| GeM_APBackbone=R101, Memory (GB)=7.62020.07 | — | 67.5 | 42.8 | |
| GeM_APBackbone=R101, Memory (GB)=7.6, Descriptor concatenation=true2020.07 | — | 67.1 | 42.3 | |
| GeM_AP + GeM_wBackbone=R101, Memory (GB)=15.3, Combined=true2020.07 | — | 70.5 | 45.7 | |
| GeM_AP D 1024Backbone=R101, Memory (GB)=3.8, Dimensionality reduction=10242020.07 | — | 66.6 | 41.6 | |
| GeM_AP D 512Backbone=R101, Memory (GB)=1.9, Dimensionality reduction=5122020.07 | — | 65.9 | 40.5 | |
| GeM_AP PQ1Backbone=R101, Memory (GB)=1.9, Quantization=PQ1 (1D sub-spaces)2020.07 | — | 67.1 | 42.2 | |
| GeM_AP PQ8Backbone=R101, Memory (GB)=0.2, Quantization=PQ8 (8D sub-spaces)2020.07 | — | 65.1 | 40.4 | |
| GeM_wBackbone=R101, Memory (GB)=7.62020.07 | — | 65.4 | 40.1 | |
| GeM_w (evaluated by authors)Backbone=R101, Memory (GB)=7.62020.07 | — | 67.8 | 41.7 | |
| HOW (n=1000)Backbone=R18, Memory (GB)=4.6, Vectors (n)=10002020.07 | — | 75.1 | 51.7 | |
| HOW (n=1000)Backbone=R50, Memory (GB)=7.9, Vectors (n)=10002020.07 | — | 78.3 | 55.8 | |
| HOW (n=1200)Backbone=R50, Memory (GB)=9.2, Vectors (n)=12002020.07 | — | 78.8 | 56.7 | |
| HOW (n=1400)Backbone=R50, Memory (GB)=10.6, Vectors (n)=14002020.07 | — | 79.1 | 56.8 | |
| HOW (n=2000)Backbone=R50, Memory (GB)=14.3, Vectors (n)=20002020.07 | — | 79.4 | 56.9 | |
| R-MACBackbone=R101, Memory (GB)=7.62020.07 | — | 60.9 | 32.4 |