# Visual Place Recognition on SF-XL Occ.

Source: [Visual Place Recognition on SF-XL Occ.](<https://www.sota2.com/research/sota/visual-place-recognition-on-sf-xl-occ>)

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

Data updated: 2026-02-26T06:01:25.783Z

Evaluation of Visual Place Recognition performance on the SF-XL Occ. dataset, typically measured using metrics like Recall@1, Recall@5, and Recall@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) | SF-XL Occ. |
| Metric | Recall@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-sf-xl-occ.md?metric=Recall%401>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| FoL | 61.8 | Not recorded | 68fa780d1e209131cea768bb |
| EffoVPR | 59.2 | Not recorded | 68fa76c61e209131cea6ef01 |
| EffoVPR-R | 59.2 | Not recorded | 68fa76c61e209131cea6ef01 |
| SALAD | 51.3 | Not recorded | 68fa76c61e209131cea6ef01 |
| SALAD | 51.3 | Not recorded | 68fa76c61e209131cea6ef01 |
| SALAD | 51.3 | Not recorded | 68fa780d1e209131cea768bb |
| FoL | 51.3 | Not recorded | 68fa780d1e209131cea768bb |
| CricaVPR | 42.1 | Not recorded | 68fa76c61e209131cea6ef01 |
| CricaVPR | 42.1 | Not recorded | 68fa76c61e209131cea6ef01 |
| CricaVPR | 42.1 | Not recorded | 68fa780d1e209131cea768bb |
| BoQ | 36.8 | Not recorded | 68fa76c61e209131cea6ef01 |
| BoQ | 36.8 | Not recorded | 68fa76c61e209131cea6ef01 |
| SelaVPR | 35.5 | Not recorded | 68fa76c61e209131cea6ef01 |
| SelaVPR | 35.5 | Not recorded | 68fa76c61e209131cea6ef01 |
| SelaVPR | 35.5 | Not recorded | 68fa780d1e209131cea768bb |
| EigenPlaces | 32.9 | Not recorded | 68fa76c61e209131cea6ef01 |
| EigenPlaces | 32.9 | Not recorded | 68fa76c61e209131cea6ef01 |
| EigenPlaces | 32.9 | Not recorded | 68fa780d1e209131cea768bb |

### FoL

Recall@1: 61.8. Result ID: 69957a153badfaffe670fe33.

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

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

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

Recorded evaluation configuration: {"Stage":"re-ranking"}. This record does not assert independent reproduction.

### EffoVPR

Recall@1: 59.2. Result ID: 699461be3a6c3148491ce042.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EffoVPR-R

Recall@1: 59.2. Result ID: 699461bf3a6c3148491ce103.

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

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

Recorded evaluation configuration: {"re-ranking":"true"}. This record does not assert independent reproduction.

### SALAD

Recall@1: 51.3. Result ID: 699461be3a6c3148491ce040.

[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: Not recorded. This record does not assert independent reproduction.

### SALAD

Recall@1: 51.3. Result ID: 699461bf3a6c3148491ce101.

[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: Not recorded. This record does not assert independent reproduction.

### SALAD

Recall@1: 51.3. Result ID: 69957a153badfaffe670fe31.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FoL

Recall@1: 51.3. Result ID: 69957a153badfaffe670fe32.

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

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

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

Recorded evaluation configuration: {"Stage":"global"}. This record does not assert independent reproduction.

### CricaVPR

Recall@1: 42.1. Result ID: 699461be3a6c3148491ce03f.

[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: Not recorded. This record does not assert independent reproduction.

### CricaVPR

Recall@1: 42.1. Result ID: 699461bf3a6c3148491ce100.

[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: Not recorded. This record does not assert independent reproduction.

### CricaVPR

Recall@1: 42.1. Result ID: 69957a153badfaffe670fe30.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BoQ

Recall@1: 36.8. Result ID: 699461be3a6c3148491ce041.

[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: Not recorded. This record does not assert independent reproduction.

### BoQ

Recall@1: 36.8. Result ID: 699461bf3a6c3148491ce102.

[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: Not recorded. This record does not assert independent reproduction.

### SelaVPR

Recall@1: 35.5. Result ID: 699461be3a6c3148491ce03e.

[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: Not recorded. This record does not assert independent reproduction.

### SelaVPR

Recall@1: 35.5. Result ID: 699461bf3a6c3148491ce0ff.

[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: Not recorded. This record does not assert independent reproduction.

### SelaVPR

Recall@1: 35.5. Result ID: 69957a153badfaffe670fe2f.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EigenPlaces

Recall@1: 32.9. Result ID: 699461be3a6c3148491ce03d.

[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: Not recorded. This record does not assert independent reproduction.

### EigenPlaces

Recall@1: 32.9. Result ID: 699461bf3a6c3148491ce0fe.

[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: Not recorded. This record does not assert independent reproduction.

### EigenPlaces

Recall@1: 32.9. Result ID: 69957a153badfaffe670fe2e.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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