# Visual Road Retrieval on NYC

Source: [Visual Road Retrieval on NYC](<https://www.sota2.com/research/sota/visual-road-retrieval-on-nyc>)

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

Data updated: 2026-02-26T06:01:33.152Z

Evaluation of Visual Road Retrieval performance on the NYC dataset, measured using metrics such as Recall@10 and MRR.

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 Road Retrieval |
| Dataset (including any stated split) | NYC |
| Metric | Recall@10 |
| Unit | SCALAR |
| 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@10](<https://www.sota2.com/research/sota/visual-road-retrieval-on-nyc.md?metric=Recall%4010>): Higher is better; unit: SCALAR.

- [MRR](<https://www.sota2.com/research/sota/visual-road-retrieval-on-nyc.md?metric=MRR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| Garner | 0.5531 | Not recorded | 68fa738d1e209131cea5d2b1 |
| MVGRL | 0.0324 | Not recorded | 68fa738d1e209131cea5d2b1 |
| CCA-SSG | 0.0036 | Not recorded | 68fa738d1e209131cea5d2b1 |
| SARN | 0.0036 | Not recorded | 68fa738d1e209131cea5d2b1 |
| GGD | 0.0019 | Not recorded | 68fa738d1e209131cea5d2b1 |
| Deepwalk | 0.0013 | Not recorded | 68fa738d1e209131cea5d2b1 |

### Garner

Recall@10: 0.5531. Result ID: 6992f0763a6c31484912815a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

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

### MVGRL

Recall@10: 0.0324. Result ID: 6992f0763a6c314849128156.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b61e209131cea18066.md>)

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

### CCA-SSG

Recall@10: 0.0036. Result ID: 6992f0763a6c314849128157.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b181e209131cea2c1f8.md>)

[Implementation](<https://github.com/hengruizhang98/CCA-SSG>)

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

### SARN

Recall@10: 0.0036. Result ID: 6992f0763a6c314849128159.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

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

### GGD

Recall@10: 0.0019. Result ID: 6992f0763a6c314849128158.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5be.md>)

[Implementation](<https://github.com/zyzisastudyreallyhardguy/Graph-Group-Discrimination>)

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

### Deepwalk

Recall@10: 0.0013. Result ID: 6992f0763a6c314849128155.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61691e209131ce9f4333.md>)

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

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