Vehicle Re-identification on VehicleID Small
97R-1UNICOM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=3362023.04 | 97 | — | — | |
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=2242023.04 | 96.5 | — | — | |
| UNICOMBackbone=ViT-B/16, Fine-tuning=true, Resolution=2242023.04 | 96.4 | — | — | |
| RA@KBackbone=ViT-B/162023.04 | 96.2 | — | — | |
| UNICOMBackbone=ViT-B/32, Fine-tuning=true, Resolution=2242023.04 | 95.4 | — | — | |
| Smooth-APBackbone=ResNet-50, Batch Size=3842020.07 | 94.9 | 97.6 | — | |
| Cont. w/MBackbone=ResNet-50, Batch Size=3842020.07 | 94.7 | 96.8 | — | |
| FastAPBackbone=ResNet-50, Batch Size=3842020.07 | 91.9 | 96.8 | — | |
| AdaSPBackbone=ResNet-502023.03 | 89.3 | 98.4 | — | |
| UFDNBackbone=ResNet-502023.03 | 88.4 | — | — | |
| VANetBackbone=ResNet-502023.03 | 88.1 | 97.3 | — | |
| HRCBackbone=ResNet-50, reproduced_under_same_epochs=true2023.03 | 87.8 | 98.1 | — | |
| DivideBackbone=ResNet-50, Batch Size=3842020.07 | 87.7 | 92.9 | — | |
| MICBackbone=ResNet-50, Batch Size=3842020.07 | 86.9 | 93.4 | — | |
| SGFDBackbone=ResNet-502023.03 | 86.8 | 97.4 | — | |
| FastReIDBatch size=4 ids x 128 imgs, Backbone=ResNet50, IBN, Aggregation=Gem Pooling, Head=Bnneck2020.06 | 86.6 | 97.9 | — | |
| CLIP-ReIDbackbone=ViT2022.11 | 85.3 | 97.6 | 90.6 | |
| TransReIDBackbone=DeiT-B/16, Camera IDs usage=true, Viewpoint labels usage=true2021.02 | 85.2 | 97.6 | — | |
| TransReIDBackbone=ViT-B/16, Sliding-window setting=true, Camera IDs usage=true2021.02 | 85.2 | 97.5 | — | |
| CLIP-ReIDbackbone=CNN2022.11 | 85.2 | 97.1 | 90.3 | |
| PVENBackbone=CNN2021.02 | 84.7 | 97 | — | |
| PVEN2022.11 | 84.7 | 97 | — | |
| TransReIDBackbone=DeiT-B/16, Camera IDs usage=true2021.02 | 84.6 | 97.4 | — | |
| Ours (Stage-II)Backbone=ResNet-502020.04 | 83.64 | 96.86 | — | |
| TransReIDBackbone=ViT-B/16, Camera IDs usage=true2021.02 | 83.6 | 97.1 | — | |
| VANetBackbone=CNN2021.02 | 83.3 | 96 | — | |
| VANetBackbone=GoogLeNet2020.04 | 83.26 | 95.97 | — | |
| Ours (Stage-I)Backbone=ResNet-502020.04 | 83.26 | 96.77 | — | |
| BaselineBackbone=DeiT-B/162021.02 | 83.1 | 96.8 | — | |
| CAL2022.11 | 82.5 | 94.7 | 87.8 | |
| BaselineBackbone=ViT-B/162021.02 | 82.3 | 96.1 | — | |
| CFVMNetBackbone=CNN2021.02 | 81.4 | 94.1 | — | |
| CFVMNet2022.11 | 81.4 | 94.1 | — | |
| UMTSBackbone=CNN2021.02 | 80.9 | 87 | — | |
| UMTS2022.11 | 80.9 | — | 87 | |
| SAVERBackbone=CNN2021.02 | 79.9 | 95.2 | — | |
| SEVERBackbone=ResNet-502023.03 | 79.9 | 95.2 | — | |
| SAVER2022.11 | 79.9 | 95.2 | — | |
| SANBackbone=CNN2021.02 | 79.7 | 94.3 | — | |
| SANBackbone=ResNet-502020.04 | 79.7 | 94.3 | — | |
| SAN2022.11 | 79.7 | 94.3 | — | |
| GLAMORBackbone=CNN2021.02 | 78.6 | 93.6 | — | |
| PRN2020.06 | 78.4 | 92.3 | — | |
| PartBackbone=ResNet-502020.04 | 78.4 | 92.3 | — | |
| PARTBackbone=ResNet-502023.03 | 78.4 | 92.3 | — | |
| PRN2022.11 | 78.4 | 92.3 | — | |
| PGANBackbone=CNN2021.02 | 78 | 93.2 | — | |
| AAVER2020.06 | 74.7 | 93.8 | — | |
| PRREIDBackbone=CNN2021.02 | 72.6 | 88.6 | — | |
| AAVERBackbone=ResNet-502020.04 | 72.47 | 93.22 | — | |
| QD-DLFBackbone=Self-designed2020.04 | 72.32 | 92.48 | — | |
| VAMIBackbone=Self-designed2020.04 | 63.12 | 83.25 | — | |
| VAMI2020.06 | 63.1 | 83.3 | — | |
| C2FRankBackbone=GoogLeNet2020.04 | 61.1 | 63.5 | — | |
| XVGANBackbone=Self-designed2020.04 | 52.89 | 80.84 | — | |
| FACTBackbone=GoogLeNet2020.04 | 49.53 | 67.96 | — | |
| DRDL2020.06 | 48.9 | 73.5 | — | |
| NuFACT2020.06 | 48.9 | 69.5 | — | |
| NuFACTBackbone=Self-designed2020.04 | 48.9 | 69.51 | — | |
| GoogLeNetBackbone=GoogLeNet2020.04 | 47.9 | 67.43 | — | |
| LOMOBackbone=Hand-crafted2020.04 | 19.74 | 32.14 | — |