Image Retrieval on VehicleID (Large)
96Recall@1UNICOM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=3362023.04 | 96 | — | |
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=2242023.04 | 95.4 | — | |
| UNICOMBackbone=ViT-B/16, Fine-tuning=true, Resolution=2242023.04 | 95 | — | |
| RA@KBackbone=ViT-B/162023.04 | 94.7 | — | |
| UNICOMBackbone=ViT-B/32, Fine-tuning=true, Resolution=2242023.04 | 93.6 | — | |
| PNP-DqBatch Size=3842021.02 | 93.2 | 96.6 | |
| XBMBackbone=InceptionBN, Embedding size=512, mode=Contrastive2019.12 | 93 | 96.1 | |
| XBMBackbone=ResNet50, Embedding size=128, mode=Contrastive2019.12 | 93 | 95.8 | |
| Cont. w/MBackbone=ResNet-50, Batch Size=3842020.07 | 93 | 95.8 | |
| Cont. w/M2021.02 | 93 | 95.8 | |
| XBMBackbone=GoogleNet, Embedding size=512, mode=Contrastive2019.12 | 92.5 | 95.5 | |
| Smooth-APBackbone=ResNet-50, Batch Size=3842020.07 | 91.9 | 96.2 | |
| Smooth-AP2021.02 | 91.9 | 96.2 | |
| PNP-DqBatch Size=1122021.02 | 91.4 | 95.9 | |
| FastAPBackbone=ResNet50, Embedding size=5122019.12 | 87.5 | 95.1 | |
| FastAPBackbone=ResNet-50, Batch Size=3842020.07 | 87.5 | 95.1 | |
| FastAP2021.02 | 87.5 | 95.1 | |
| MSBackbone=InceptionBN, Embedding size=5122019.12 | 86.7 | 93.8 | |
| DivideBackbone=ResNet50, Embedding size=1282019.12 | 82.9 | 90.2 | |
| DivideBackbone=ResNet-50, Batch Size=3842020.07 | 82.9 | 90.2 | |
| Divide2021.02 | 82.9 | 90.2 | |
| MICBackbone=ResNet50, Embedding size=1282019.12 | 82 | 91 | |
| MICBackbone=ResNet-50, Batch Size=3842020.07 | 82 | 91 | |
| MIC2021.02 | 82 | 91 | |
| A-BIERBackbone=GoogleNet, Embedding size=5122019.12 | 81.9 | 88.7 | |
| VANetBackbone=GoogleNet, Embedding size=20482019.12 | 77.2 | 92.9 | |
| BIERBackbone=GoogleNet, Embedding size=5122019.12 | 76 | 86.4 | |
| GS-TRS2019.12 | 73.2 | 81.9 |