# Visual Localization on Aachen Day-Night V1.1 (Metrics: (2°, 0.25m), (5°, 0.5m), (10°, 5m))

Source: [Visual Localization on Aachen Day-Night V1.1 (Metrics: (2°, 0.25m), (5°, 0.5m), (10°, 5m))](<https://www.sota2.com/research/sota/visual-localization-on-aachen-day-night-v1-1-metrics-2-0-25m-5-0-5m-10-5m>)

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

Data updated: 2026-04-08T08:11:00.705Z

Evaluation of Visual Localization performance on the Aachen Day-Night V1.1 dataset, measured using success rates at positional and angular error thresholds: (0.25m, 2°), (0.5m, 5°), and (5m, 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 Localization |
| Dataset (including any stated split) | Aachen Day-Night V1.1 |
| Metric | Success Rate (2°, 0.25m) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Success Rate (2°, 0.25m)](<https://www.sota2.com/research/sota/visual-localization-on-aachen-day-night-v1-1-metrics-2-0-25m-5-0-5m-10-5m.md?metric=Success%20Rate%20(2%C2%B0%2C%200.25m)>): Higher is better; unit: PERCENT.

- [Success Rate (5°, 0.5m)](<https://www.sota2.com/research/sota/visual-localization-on-aachen-day-night-v1-1-metrics-2-0-25m-5-0-5m-10-5m.md?metric=Success%20Rate%20(5%C2%B0%2C%200.5m)>): Higher is better; unit: PERCENT.

- [Success Rate (10°, 5m)](<https://www.sota2.com/research/sota/visual-localization-on-aachen-day-night-v1-1-metrics-2-0-25m-5-0-5m-10-5m.md?metric=Success%20Rate%20(10%C2%B0%2C%205m)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (2°, 0.25m) | Result date | Report paper |
| --- | --- | --- | --- |
| SFD2 | 78 | Not recorded | 69d5e0ea7d0172140ec758ea |
| LBR | 77 | Not recorded | 69d5e0ea7d0172140ec758ea |
| GESS | 76.4 | Not recorded | 69d5e0ea7d0172140ec758ea |
| SAMFeat | 75.9 | Not recorded | 69d5e0ea7d0172140ec758ea |
| SeLF | 75 | Not recorded | 69d5e0ea7d0172140ec758ea |
| AWDesc-CA(2K) | 74.3 | Not recorded | 69d5e0ea7d0172140ec758ea |
| PoSFeat | 73.8 | Not recorded | 69d5e0ea7d0172140ec758ea |
| R2D2 | 72.3 | Not recorded | 69d5e0ea7d0172140ec758ea |
| ASLFeat | 70.7 | Not recorded | 69d5e0ea7d0172140ec758ea |
| SuperPoint | 70.2 | Not recorded | 69d5e0ea7d0172140ec758ea |
| D2-Net | 63.4 | Not recorded | 69d5e0ea7d0172140ec758ea |
| SIFT | 19.4 | Not recorded | 69d5e0ea7d0172140ec758ea |

### SFD2

Success Rate (2°, 0.25m): 78. Result ID: 69d60d8b47f34ce924be7a7c.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47339.md>)

Recorded evaluation configuration: {"Group":"V"}. This record does not assert independent reproduction.

### LBR

Success Rate (2°, 0.25m): 77. Result ID: 69d60d8b47f34ce924be7a7b.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

Recorded evaluation configuration: {"Group":"V"}. This record does not assert independent reproduction.

### GESS

Success Rate (2°, 0.25m): 76.4. Result ID: 69d60d8b47f34ce924be7a85.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### SAMFeat

Success Rate (2°, 0.25m): 75.9. Result ID: 69d60d8b47f34ce924be7a84.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1c1e209131cea8c6ae.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### SeLF

Success Rate (2°, 0.25m): 75. Result ID: 69d60d8b47f34ce924be7a7a.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

Recorded evaluation configuration: {"Group":"V"}. This record does not assert independent reproduction.

### AWDesc-CA(2K)

Success Rate (2°, 0.25m): 74.3. Result ID: 69d60d8b47f34ce924be7a83.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### PoSFeat

Success Rate (2°, 0.25m): 73.8. Result ID: 69d60d8b47f34ce924be7a82.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32367.md>)

[Implementation](<https://github.com/The-Learning-And-Vision-Atelier-LAVA/PoSFeat>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### R2D2

Success Rate (2°, 0.25m): 72.3. Result ID: 69d60d8b47f34ce924be7a80.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf9f.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### ASLFeat

Success Rate (2°, 0.25m): 70.7. Result ID: 69d60d8b47f34ce924be7a81.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675a1e209131cea15c46.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### SuperPoint

Success Rate (2°, 0.25m): 70.2. Result ID: 69d60d8b47f34ce924be7a7e.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea036f9.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### D2-Net

Success Rate (2°, 0.25m): 63.4. Result ID: 69d60d8b47f34ce924be7a7f.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c21e209131cea0c3fb.md>)

[Implementation](<https://github.com/mihaidusmanu/d2-net>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

### SIFT

Success Rate (2°, 0.25m): 19.4. Result ID: 69d60d8b47f34ce924be7a7d.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0ea7d0172140ec758ea.md>)

Recorded evaluation configuration: {"Group":"G"}. This record does not assert independent reproduction.

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