Vehicle Re-identification on VehicleID
86.6Rank-1 AccuracyPartFormer*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PartFormer*Backbone=ViT-Base, Sliding window setting=true2024.08 | 86.6 | 98 | — | |
| MsKAT†Backbone=ViT-Base, Hybrid architecture (CNN and ViT)=true2024.08 | 86.3 | 97.4 | — | |
| BIDABackbone=ResNet-502024.08 | 86.2 | 97.3 | — | |
| TransReID*Backbone=ViT-Base, Sliding window setting=true2024.08 | 85.2 | 97.5 | — | |
| PartFormerBackbone=ViT-Base2024.08 | 84.9 | 97.4 | — | |
| DFNetBackbone=ResNet-502024.08 | 84.8 | 96.2 | — | |
| PVENBackbone=ResNet-502024.08 | 84.7 | 97 | — | |
| GiT*Backbone=ViT-Base, Sliding window setting=true2024.08 | 84.7 | — | — | |
| HPGNBackbone=ResNet-502024.08 | 83.9 | — | — | |
| TransReIDBackbone=ViT-Base2024.08 | 83.6 | 97.1 | — | |
| MMNetBackbone=ResNet-502024.08 | 82.1 | 95.3 | — | |
| CFVMNetBackbone=ResNet-502024.08 | 81.4 | 94.1 | — | |
| UMTSBackbone=ResNet-502024.08 | 80.9 | 87 | — | |
| ViT Base + VCDomain=RGB, Num Cls=2502026.05 | 78.4 | 86.8 | 57.62 | |
| SPANDomain=RGB, Num Cls=2502026.05 | 78.22 | 85.16 | 56.1 | |
| MSINet-SAMParams=2.4M, Inference Time=0.71×, Pre-training=ImageNet2023.03 | 78 | 91.9 | — | |
| PGANBackbone=ResNet-502024.08 | 78 | 93.2 | — | |
| MSINetParams=2.3M, Inference Time=0.71×, Pre-training=ImageNet2023.03 | 77.9 | 91.7 | — | |
| SN++Backbone=ResNet-502024.08 | 76.7 | 87 | — | |
| MSINetParams=2.3M, Inference Time=0.71×, Pre-training=Scratch2023.03 | 76.5 | 89.8 | — | |
| ResNet50Params=~24M, Inference Time=1×, Pre-training=ImageNet2023.03 | 76.5 | 89.9 | — | |
| OSNetParams=2.2M, Inference Time=0.79×, Pre-training=Scratch2023.03 | 76 | 88.7 | — | |
| OSNetParams=2.2M, Inference Time=0.79×, Pre-training=ImageNet2023.03 | 76 | 88.6 | — | |
| CDNetParams=1.8M, Inference Time=0.67×, Pre-training=Scratch2023.03 | 74.5 | 88.8 | — | |
| ViT BaseDomain=RGB, Num Cls=2502026.05 | 71.4 | 82 | 52.02 | |
| ResNet50Params=~ 24M, Inference Time=1×, Pre-training=Scratch2023.03 | 70.6 | 76.6 | — |