Vehicle Re-Identification
Vehicle re-identification is the task of identifying the same vehicle across multiple cameras.
( Image credit: A Two-Stream Siamese Neural Network for Vehicle Re-Identification by Using Non-Overlapping Cameras )
Papers
Showing 1–10 of 150 papers
All datasetsVeRi-776VehicleID SmallVehicleID LargeVehicleID MediumVRAI test-devVeRi-Wild SmallVRAI testVeRiVeRi-Wild LargeCityFlowVehicleIDVeRi-Wild Medium
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MBR4B-LAI (w/ RK) | mAP | 92.1 | — | Unverified |
| 2 | RPTM | mAP | 88 | — | Unverified |
| 3 | A Strong Baseline | mAP | 87.1 | — | Unverified |
| 4 | MBR4B-LAI (without re-ranking) | mAP | 86 | — | Unverified |
| 5 | MBR4B (without re-ranking) | mAP | 84.72 | — | Unverified |
| 6 | CLIP-ReID (without re-ranking) | mAP | 84.5 | — | Unverified |
| 7 | VehicleNet | mAP | 83.41 | — | Unverified |
| 8 | ProNet++ (ResNet50) | mAP | 83.4 | — | Unverified |
| 9 | TransReID | mAP | 82.3 | — | Unverified |
| 10 | CA-Jaccard | mAP | 81.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Recall@k Surrogate loss (ViT-B/16) | Rank-1 | 96.2 | — | Unverified |
| 2 | Recall@k Surrogate loss (ResNet-50) | Rank-1 | 95.7 | — | Unverified |
| 3 | RPTM | Rank-1 | 95.5 | — | Unverified |
| 4 | PNP Loss | Rank-1 | 95.5 | — | Unverified |
| 5 | Smooth-AP | Rank-1 | 94.9 | — | Unverified |
| 6 | MBR-4B (without RK) | Rank-1 | 88.3 | — | Unverified |
| 7 | ANet | Rank-1 | 87.9 | — | Unverified |
| 8 | CLIP-ReID (without re-ranking) | Rank-1 | 85.5 | — | Unverified |
| 9 | GiT | Rank1 | 84.65 | — | Unverified |
| 10 | HPGN | Rank1 | 83.91 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Recall@k Surrogate loss (ViT-B/16) | Rank-1 | 94.7 | — | Unverified |
| 2 | Recall@k Surrogate loss (ResNet-50) | Rank-1 | 93.8 | — | Unverified |
| 3 | PNP Loss | Rank-1 | 93.2 | — | Unverified |
| 4 | RPTM | Rank-1 | 92.9 | — | Unverified |
| 5 | Smooth-AP | Rank-1 | 91.9 | — | Unverified |
| 6 | ANet | Rank-1 | 80.5 | — | Unverified |
| 7 | vehiclenet | Rank-1 | 79.46 | — | Unverified |
| 8 | MSINet (2.3M w/o RK) | Rank-1 | 77.9 | — | Unverified |
| 9 | CAL | Rank-1 | 75.1 | — | Unverified |
| 10 | QD-DLF | mAP | 68.41 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Recall@k Surrogate loss (ViT-B/16) | Rank-1 | 95.2 | — | Unverified |
| 2 | Recall@k Surrogate loss (ResNet-50) | Rank-1 | 94.6 | — | Unverified |
| 3 | PNP Loss | Rank-1 | 94.2 | — | Unverified |
| 4 | RPTM | Rank-1 | 93.3 | — | Unverified |
| 5 | Smooth-AP | Rank-1 | 93.3 | — | Unverified |
| 6 | ANet | Rank-1 | 82.8 | — | Unverified |
| 7 | vehiclenet | Rank-1 | 81.35 | — | Unverified |
| 8 | CAL | Rank-1 | 78.2 | — | Unverified |
| 9 | QD-DLF | mAP | 74.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Baseline Model | MAP | 0.78 | — | Unverified |
| 2 | abu_0916 | MAP | 0.78 | — | Unverified |
| 3 | Juice Lee | MAP | 0.7 | — | Unverified |
| 4 | nanggg | MAP | 0.63 | — | Unverified |
| 5 | asdf | MAP | 0.62 | — | Unverified |
| 6 | 92 | MAP | 0.56 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MBR-4B (without RK) | Rank1 | 96.6 | — | Unverified |
| 2 | ANet | Rank1 | 96.5 | — | Unverified |
| 3 | ResNet50-IBN | mAP | 73.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Baseline Model | MAP | 0.79 | — | Unverified |
| 2 | Juice Lee | MAP | 0.69 | — | Unverified |
| 3 | nanggg | MAP | 0.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | vehiclenet | mAP | 83.41 | — | Unverified |
| 2 | VKD (ResVKD-50) | mAP | 82.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ANet | mAP | 75.9 | — | Unverified |
| 2 | ResNet50-IBN | mAP | 58.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | A Strong Baseline | mAP | 61.34 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | VehicleNet | Rank1 | 83.64 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ANet | Rank1 | 95.2 | — | Unverified |