Metric: Rank-1 (higher is better)
| # | Model↕ | Rank-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Recall@k Surrogate loss (ViT-B/16) | 96.2 | No | Recall@k Surrogate Loss with Large Batches and S... | 2021-08-25 | Code |
| 2 | Recall@k Surrogate loss (ResNet-50) | 95.7 | No | Recall@k Surrogate Loss with Large Batches and S... | 2021-08-25 | Code |
| 3 | PNP Loss | 95.5 | No | Rethinking the Optimization of Average Precision... | 2021-02-09 | Code |
| 4 | RPTM | 95.5 | No | Relation Preserving Triplet Mining for Stabilisi... | 2021-10-15 | Code |
| 5 | Smooth-AP | 94.9 | No | Smooth-AP: Smoothing the Path Towards Large-Scal... | 2020-07-23 | Code |
| 6 | MBR-4B (without RK) | 88.3 | No | Strength in Diversity: Multi-Branch Representati... | 2023-10-02 | Code |
| 7 | ANet | 87.9 | No | AttributeNet: Attribute Enhanced Vehicle Re-Iden... | 2021-02-07 | - |
| 8 | CLIP-ReID (without re-ranking) | 85.5 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 9 | vehiclenet | 83.64 | Yes | VehicleNet: Learning Robust Visual Representatio... | 2020-04-14 | Code |
| 10 | CAL | 82.5 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |