# Multi-modal Vehicle Re-identification on RGBNT100

Source: [Multi-modal Vehicle Re-identification on RGBNT100](<https://www.sota2.com/research/sota/multi-modal-vehicle-re-identification-on-rgbnt100>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-19T08:15:06.918Z

Evaluation of Multi-modal Vehicle Re-Identification performance on the RGBNT100 dataset, reporting mAP and Rank-1 metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-modal Vehicle Re-identification |
| Dataset (including any stated split) | RGBNT100 |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [mAP](<https://www.sota2.com/research/sota/multi-modal-vehicle-re-identification-on-rgbnt100.md?metric=mAP>): Higher is better; unit: PERCENT.

- [Rank-1 Accuracy](<https://www.sota2.com/research/sota/multi-modal-vehicle-re-identification-on-rgbnt100.md?metric=Rank-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| FUSE | 88.5 | Not recorded | 6a34cd47206542251d7c6138 |
| IDEA | 87.2 | Not recorded | 6a34cd47206542251d7c6138 |
| DeMo | 86.2 | Not recorded | 6a34cd47206542251d7c6138 |
| MambaPro | 83.9 | Not recorded | 6a34cd47206542251d7c6138 |
| RSCNet | 82.3 | Not recorded | 6a34cd47206542251d7c6138 |
| WTSF-ReID | 82.2 | Not recorded | 6a34cd47206542251d7c6138 |
| EDITOR | 82.1 | Not recorded | 6a34cd47206542251d7c6138 |
| DESANet | 82.1 | Not recorded | 6a34cd47206542251d7c6138 |
| FACENet | 81.5 | Not recorded | 6a34cd47206542251d7c6138 |
| TOP-ReID | 81.2 | Not recorded | 6a34cd47206542251d7c6138 |
| LRMM | 78.6 | Not recorded | 6a34cd47206542251d7c6138 |
| BoT | 78 | Not recorded | 6a34cd47206542251d7c6138 |
| CCNet | 77.2 | Not recorded | 6a34cd47206542251d7c6138 |
| HTT | 75.7 | Not recorded | 6a34cd47206542251d7c6138 |
| TransReID | 75.6 | Not recorded | 6a34cd47206542251d7c6138 |
| OSNet | 75 | Not recorded | 6a34cd47206542251d7c6138 |
| GPFNet | 75 | Not recorded | 6a34cd47206542251d7c6138 |
| HAMNet | 74.5 | Not recorded | 6a34cd47206542251d7c6138 |
| GAFNet | 74.4 | Not recorded | 6a34cd47206542251d7c6138 |
| AGW | 73.1 | Not recorded | 6a34cd47206542251d7c6138 |
| PFNet | 68.1 | Not recorded | 6a34cd47206542251d7c6138 |
| HRCN | 67.1 | Not recorded | 6a34cd47206542251d7c6138 |
| Circle Loss | 59.4 | Not recorded | 6a34cd47206542251d7c6138 |
| DMML | 58.5 | Not recorded | 6a34cd47206542251d7c6138 |
| MGN | 58.1 | Not recorded | 6a34cd47206542251d7c6138 |
| PCB | 57.2 | Not recorded | 6a34cd47206542251d7c6138 |

### FUSE

mAP: 88.5. Result ID: 6a34fa83fbc373592c3241a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### IDEA

mAP: 87.2. Result ID: 6a34fa83fbc373592c3241a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77621e209131cea72e7d.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### DeMo

mAP: 86.2. Result ID: 6a34fa83fbc373592c3241a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763a1e209131cea6bf86.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### MambaPro

mAP: 83.9. Result ID: 6a34fa83fbc373592c3241a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763a1e209131cea6bf9f.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### RSCNet

mAP: 82.3. Result ID: 6a34fa83fbc373592c32419b.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### WTSF-ReID

mAP: 82.2. Result ID: 6a34fa83fbc373592c3241a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### EDITOR

mAP: 82.1. Result ID: 6a34fa83fbc373592c32419d.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d0b.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### DESANet

mAP: 82.1. Result ID: 6a34fa83fbc373592c3241a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### FACENet

mAP: 81.5. Result ID: 6a34fa83fbc373592c32419f.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701e1e209131cea492dd.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### TOP-ReID

mAP: 81.2. Result ID: 6a34fa83fbc373592c32419c.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71761e209131cea5162c.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### LRMM

mAP: 78.6. Result ID: 6a34fa83fbc373592c32419e.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### BoT

mAP: 78. Result ID: 6a34fa83fbc373592c32418f.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65df1e209131cea0d04b.md>)

[Implementation](<https://github.com/michuanhaohao/reid-strong-baseline>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### CCNet

mAP: 77.2. Result ID: 6a34fa83fbc373592c324199.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### HTT

mAP: 75.7. Result ID: 6a34fa83fbc373592c32419a.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### TransReID

mAP: 75.6. Result ID: 6a34fa83fbc373592c324193.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23139.md>)

[Implementation](<https://github.com/heshuting555/TransReID>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### OSNet

mAP: 75. Result ID: 6a34fa83fbc373592c324190.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a44.md>)

[Implementation](<https://github.com/KaiyangZhou/deep-person-reid>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### GPFNet

mAP: 75. Result ID: 6a34fa83fbc373592c324198.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### HAMNet

mAP: 74.5. Result ID: 6a34fa83fbc373592c324195.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### GAFNet

mAP: 74.4. Result ID: 6a34fa83fbc373592c324197.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### AGW

mAP: 73.1. Result ID: 6a34fa83fbc373592c324194.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69111e209131cea1ff7c.md>)

[Implementation](<https://github.com/mangye16/ReID-Survey>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### PFNet

mAP: 68.1. Result ID: 6a34fa83fbc373592c324196.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Multi"}. This record does not assert independent reproduction.

### HRCN

mAP: 67.1. Result ID: 6a34fa83fbc373592c324192.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad41e209131cea2a9c6.md>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### Circle Loss

mAP: 59.4. Result ID: 6a34fa83fbc373592c324191.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18296.md>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### DMML

mAP: 58.5. Result ID: 6a34fa83fbc373592c32418e.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### MGN

mAP: 58.1. Result ID: 6a34fa83fbc373592c32418d.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bf1e209131cea063f8.md>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

### PCB

mAP: 57.2. Result ID: 6a34fa83fbc373592c32418c.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd47206542251d7c6138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ec1e209131cea017e9.md>)

Recorded evaluation configuration: {"Modality":"Single"}. This record does not assert independent reproduction.

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