# Visual Place Recognition on Tokyo24/7 (test)

Source: [Visual Place Recognition on Tokyo24/7 (test)](<https://www.sota2.com/research/sota/visual-place-recognition-on-tokyo24-7-test>)

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

Data updated: 2026-02-26T06:01:28.981Z

Evaluation of Visual Place Recognition performance on the test split of the Tokyo24/7 dataset, measured using Recall metrics (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) | Tokyo24/7 (test) |
| Metric | Recall@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 29 of 29 |
| 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](<https://www.sota2.com/research/sota/visual-place-recognition-on-tokyo24-7-test.md?metric=Recall%401>): Higher is better; unit: PERCENT.

- [Recall@5](<https://www.sota2.com/research/sota/visual-place-recognition-on-tokyo24-7-test.md?metric=Recall%405>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/visual-place-recognition-on-tokyo24-7-test.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| EffoVPR-G | 97.5 | Not recorded | 68fa76c61e209131cea6ef01 |
| SAGE | 97.5 | Not recorded | 68fa7bc81e209131cea8a712 |
| SALAD-CM | 96.8 | Not recorded | 68fa7bc81e209131cea8a712 |
| EMVP | 96.8 | Not recorded | 68fa7bc81e209131cea8a712 |
| SAGE | 96.5 | Not recorded | 68fa7bc81e209131cea8a712 |
| FoL | 96.2 | Not recorded | 68fa7bc81e209131cea8a712 |
| EffoVPR-G | 95.9 | Not recorded | 68fa76c61e209131cea6ef01 |
| SuperVLAD | 95.6 | Not recorded | 68fa7bc81e209131cea8a712 |
| SAGE | 95.6 | Not recorded | 68fa7bc81e209131cea8a712 |
| SALAD | 94.6 | Not recorded | 68fa76c61e209131cea6ef01 |
| EffoVPR-G | 94.6 | Not recorded | 68fa76c61e209131cea6ef01 |
| SelaVPR | 94 | Not recorded | 68fa72ba1e209131cea58331 |
| EigenPlaces | 93 | Not recorded | 68fa76c61e209131cea6ef01 |
| CricaVPR | 93 | Not recorded | 68fa76c61e209131cea6ef01 |
| BoQ | 91.1 | Not recorded | 68fa76c61e209131cea6ef01 |
| R2Former | 88.6 | Not recorded | 68fa72ba1e209131cea58331 |
| SP-SuperGlue | 88.2 | Not recorded | 68fa72ba1e209131cea58331 |
| MixVPR | 86.7 | Not recorded | 68fa76c61e209131cea6ef01 |
| Patch-NetVLAD-p | 86 | Not recorded | 68fa72ba1e209131cea58331 |
| MixVPR | 85.1 | Not recorded | 68fa72ba1e209131cea58331 |
| CosPlace | 81.9 | Not recorded | 68fa72ba1e209131cea58331 |
| SelaVPR(global) | 81.9 | Not recorded | 68fa72ba1e209131cea58331 |
| CosPlace | 81.9 | Not recorded | 68fa76c61e209131cea6ef01 |
| SelaVPR | 81.9 | Not recorded | 68fa76c61e209131cea6ef01 |
| SFRS | 81 | Not recorded | 68fa72ba1e209131cea58331 |
| TransVPR | 79 | Not recorded | 68fa72ba1e209131cea58331 |
| Patch-NetVLAD-s | 78.1 | Not recorded | 68fa72ba1e209131cea58331 |
| NetVLAD | 60.6 | Not recorded | 68fa72ba1e209131cea58331 |
| R2Former | 45.7 | Not recorded | 68fa76c61e209131cea6ef01 |

### EffoVPR-G

Recall@1: 97.5. Result ID: 699461be3a6c3148491ce09e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

Recorded evaluation configuration: {"Dimension":"1024"}. This record does not assert independent reproduction.

### SAGE

Recall@1: 97.5. Result ID: 699e45b75698665ec40379d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

Recorded evaluation configuration: {"Dim":"8448"}. This record does not assert independent reproduction.

### SALAD-CM

Recall@1: 96.8. Result ID: 699e45b75698665ec40379cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e71e209131cea5ec90.md>)

Recorded evaluation configuration: {"Dim":"8448"}. This record does not assert independent reproduction.

### EMVP

Recall@1: 96.8. Result ID: 699e45b75698665ec40379ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

Recorded evaluation configuration: {"Dim":"8448"}. This record does not assert independent reproduction.

### SAGE

Recall@1: 96.5. Result ID: 699e45b75698665ec40379d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

Recorded evaluation configuration: {"Dim":"4096"}. This record does not assert independent reproduction.

### FoL

Recall@1: 96.2. Result ID: 699e45b75698665ec40379cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780d1e209131cea768bb.md>)

[Implementation](<https://github.com/chenshunpeng/FoL>)

Recorded evaluation configuration: {"Dim":"8448"}. This record does not assert independent reproduction.

### EffoVPR-G

Recall@1: 95.9. Result ID: 699461be3a6c3148491ce09f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

Recorded evaluation configuration: {"Dimension":"256"}. This record does not assert independent reproduction.

### SuperVLAD

Recall@1: 95.6. Result ID: 699e45b75698665ec40379cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

Recorded evaluation configuration: {"Dim":"3072"}. This record does not assert independent reproduction.

### SAGE

Recall@1: 95.6. Result ID: 699e45b75698665ec40379d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a712.md>)

Recorded evaluation configuration: {"Dim":"2048"}. This record does not assert independent reproduction.

### SALAD

Recall@1: 94.6. Result ID: 699461be3a6c3148491ce09c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

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

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

Recorded evaluation configuration: {"Dimension":"8448"}. This record does not assert independent reproduction.

### EffoVPR-G

Recall@1: 94.6. Result ID: 699461be3a6c3148491ce0a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

Recorded evaluation configuration: {"Dimension":"128"}. This record does not assert independent reproduction.

### SelaVPR

Recall@1: 94. Result ID: 699256b73a6c3148490e48ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

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

Recorded evaluation configuration: {"Stage":"Two-stage","Re-ranking":"Local"}. This record does not assert independent reproduction.

### EigenPlaces

Recall@1: 93. Result ID: 699461be3a6c3148491ce099.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac7f.md>)

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

Recorded evaluation configuration: {"Dimension":"2048"}. This record does not assert independent reproduction.

### CricaVPR

Recall@1: 93. Result ID: 699461be3a6c3148491ce09b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

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

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

Recorded evaluation configuration: {"Dimension":"4096"}. This record does not assert independent reproduction.

### BoQ

Recall@1: 91.1. Result ID: 699461be3a6c3148491ce09d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bb1e209131cea6997f.md>)

[Implementation](<https://github.com/amaralibey/Bag-of-Queries>)

Recorded evaluation configuration: {"Dimension":"16384"}. This record does not assert independent reproduction.

### R2Former

Recall@1: 88.6. Result ID: 699256b73a6c3148490e48ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

Recorded evaluation configuration: {"Stage":"Two-stage","Re-ranking":"Local","Architecture":"Transformer-based"}. This record does not assert independent reproduction.

### SP-SuperGlue

Recall@1: 88.2. Result ID: 699256b73a6c3148490e48a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15151.md>)

Recorded evaluation configuration: {"Stage":"Two-stage","Re-ranking":"Local"}. This record does not assert independent reproduction.

### MixVPR

Recall@1: 86.7. Result ID: 699461be3a6c3148491ce097.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

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

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

Recorded evaluation configuration: {"Dimension":"4096"}. This record does not assert independent reproduction.

### Patch-NetVLAD-p

Recall@1: 86. Result ID: 699256b73a6c3148490e48aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69741e209131cea222f7.md>)

[Implementation](<https://github.com/QVPR/Patch-NetVLAD>)

Recorded evaluation configuration: {"Stage":"Two-stage","Re-ranking":"Local","Efficiency":"Performance"}. This record does not assert independent reproduction.

### MixVPR

Recall@1: 85.1. Result ID: 699256b73a6c3148490e48a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

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

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

Recorded evaluation configuration: {"Retrieval":"Global","Stage":"One-stage"}. This record does not assert independent reproduction.

### CosPlace

Recall@1: 81.9. Result ID: 699256b73a6c3148490e48a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

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

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

Recorded evaluation configuration: {"Retrieval":"Global","Stage":"One-stage"}. This record does not assert independent reproduction.

### SelaVPR(global)

Recall@1: 81.9. Result ID: 699256b73a6c3148490e48a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

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

Recorded evaluation configuration: {"Retrieval":"Global","Stage":"One-stage"}. This record does not assert independent reproduction.

### CosPlace

Recall@1: 81.9. Result ID: 699461be3a6c3148491ce096.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

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

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

Recorded evaluation configuration: {"Dimension":"512"}. This record does not assert independent reproduction.

### SelaVPR

Recall@1: 81.9. Result ID: 699461be3a6c3148491ce09a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

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

Recorded evaluation configuration: {"Dimension":"1024","Stage":"1st-stage performance"}. This record does not assert independent reproduction.

### SFRS

Recall@1: 81. Result ID: 699256b73a6c3148490e48a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f01e209131cea193eb.md>)

Recorded evaluation configuration: {"Retrieval":"Global","Stage":"One-stage"}. This record does not assert independent reproduction.

### TransVPR

Recall@1: 79. Result ID: 699256b73a6c3148490e48ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4e.md>)

Recorded evaluation configuration: {"Stage":"Two-stage","Re-ranking":"Local","Architecture":"Transformer-based"}. This record does not assert independent reproduction.

### Patch-NetVLAD-s

Recall@1: 78.1. Result ID: 699256b73a6c3148490e48a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69741e209131cea222f7.md>)

[Implementation](<https://github.com/QVPR/Patch-NetVLAD>)

Recorded evaluation configuration: {"Stage":"Two-stage","Re-ranking":"Local","Efficiency":"Speed"}. This record does not assert independent reproduction.

### NetVLAD

Recall@1: 60.6. Result ID: 699256b73a6c3148490e48a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f98ff.md>)

[Implementation](<http://www.di.ens.fr/willow/research/netvlad/>)

Recorded evaluation configuration: {"Retrieval":"Global","Stage":"One-stage"}. This record does not assert independent reproduction.

### R2Former

Recall@1: 45.7. Result ID: 699461be3a6c3148491ce098.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6ef01.md>)

Recorded evaluation configuration: {"Dimension":"256","Stage":"1st-stage performance"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
