# Cross-view geo-localization on CVUSA FoV=360°

Source: [Cross-view geo-localization on CVUSA FoV=360°](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-360>)

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

Data updated: 2026-02-26T05:59:24.427Z

Evaluation of Cross-view geo-localization performance on the CVUSA dataset using the 360° Field of View configuration, measured using Rank metrics (R@1, R@5, R@10, R@1%).

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 | Cross-view geo-localization |
| Dataset (including any stated split) | CVUSA FoV=360° |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [R@1](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-360.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-360.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-360.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [R@1%](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-360.md?metric=R%401%25>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Shi | 78.11 | Not recorded | 68fa6e7d1e209131cea4042f |
| SAIG-D | 71.95 | Not recorded | 68fa6e7d1e209131cea4042f |
| CVFT | 23.38 | Not recorded | 68fa6e7d1e209131cea4042f |
| CVM-Net | 16.25 | Not recorded | 68fa6e7d1e209131cea4042f |

### Shi

R@1: 78.11. Result ID: 699032f23a6c314849fed81d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67761e209131cea16796.md>)

Recorded evaluation configuration: {"Orientation":"Unknown","Backbone":"VGG16","GFLOPs":"39.3","#Params":"14.7M"}. This record does not assert independent reproduction.

### SAIG-D

R@1: 71.95. Result ID: 699032f23a6c314849fed81e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4042f.md>)

[Implementation](<https://github.com/yanghongji2007/SAIG>)

Recorded evaluation configuration: {"Orientation":"Unknown","Backbone":"SAIG-D","GFLOPs":"13.3","#Params":"31.2M"}. This record does not assert independent reproduction.

### CVFT

R@1: 23.38. Result ID: 699032f23a6c314849fed81c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b81e209131cea12188.md>)

Recorded evaluation configuration: {"Orientation":"Unknown","#Params":"26.8M"}. This record does not assert independent reproduction.

### CVM-Net

R@1: 16.25. Result ID: 699032f23a6c314849fed81b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8a1.md>)

Recorded evaluation configuration: {"Orientation":"Unknown","#Params":"160.3M"}. This record does not assert independent reproduction.

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