# Visual Place Recognition on MHFlight dataset

Source: [Visual Place Recognition on MHFlight dataset](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset>)

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

Data updated: 2026-03-05T09:18:01.777Z

Evaluation of Visual Place Recognition performance on the MHFlight dataset, typically measured using Recall@K metrics at 100m and 200m distance thresholds (e.g., R@1, R@5, R@10).

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 | Visual Place Recognition |
| Dataset (including any stated split) | MHFlight dataset |
| Metric | Recall@1 (100m) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Recall@1 (100m)](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset.md?metric=Recall%401%20(100m)>): Higher is better; unit: PERCENT.

- [Recall@1 (200m)](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset.md?metric=Recall%401%20(200m)>): Higher is better; unit: PERCENT.

- [Recall@5 (100m)](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset.md?metric=Recall%405%20(100m)>): Higher is better; unit: PERCENT.

- [Recall@5 (200m)](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset.md?metric=Recall%405%20(200m)>): Higher is better; unit: PERCENT.

- [Recall@10 (100m)](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset.md?metric=Recall%4010%20(100m)>): Higher is better; unit: PERCENT.

- [Recall@10 (200m)](<https://www.sota2.com/research/sota/visual-place-recognition-on-mhflight-dataset.md?metric=Recall%4010%20(200m)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 (100m) | Result date | Report paper |
| --- | --- | --- | --- |
| MixVPR | 58.63 | Not recorded | 69a90e192d603e6de3e40931 |
| HE-VPR | 57.61 | Not recorded | 69a90e192d603e6de3e40931 |
| CricaVPR | 57.21 | Not recorded | 69a90e192d603e6de3e40931 |
| CosPlace | 55.89 | Not recorded | 69a90e192d603e6de3e40931 |
| SALAD | 53.15 | Not recorded | 69a90e192d603e6de3e40931 |
| GeM | 37.31 | Not recorded | 69a90e192d603e6de3e40931 |

### MixVPR

Recall@1 (100m): 58.63. Result ID: 69a949896dbb7075b952ff2b.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea419f9.md>)

[Implementation](<https://github.com/amaralibey/MixVPR>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Dim":"4096","Param. (MB)":"10.9"}. This record does not assert independent reproduction.

### HE-VPR

Recall@1 (100m): 57.61. Result ID: 69a949896dbb7075b952ff2e.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-B","Dim":"8448","Param. (MB)":"90.6"}. This record does not assert independent reproduction.

### CricaVPR

Recall@1 (100m): 57.21. Result ID: 69a949896dbb7075b952ff2c.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bb1e209131cea58394.md>)

[Implementation](<https://github.com/Lu-Feng/CricaVPR>)

Recorded evaluation configuration: {"Backbone":"DINOv2-B","Dim":"10752","Param. (MB)":"106.8"}. This record does not assert independent reproduction.

### CosPlace

Recall@1 (100m): 55.89. Result ID: 69a949896dbb7075b952ff2a.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329cd.md>)

[Implementation](<https://github.com/gmberton/CosPlace>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Dim":"2048","Param. (MB)":"27.7"}. This record does not assert independent reproduction.

### SALAD

Recall@1 (100m): 53.15. Result ID: 69a949896dbb7075b952ff2d.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d51e209131cea5e630.md>)

[Implementation](<https://github.com/serizba/salad>)

Recorded evaluation configuration: {"Backbone":"DINOv2-B","Dim":"8448","Param. (MB)":"88.0"}. This record does not assert independent reproduction.

### GeM

Recall@1 (100m): 37.31. Result ID: 69a949896dbb7075b952ff29.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e192d603e6de3e40931.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057af.md>)

[Implementation](<https://www.sota2.com/cmp.felk.cvut.cz/cnnimageretrieval>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Dim":"1024","Param. (MB)":"8.5"}. This record does not assert independent reproduction.

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