# Cross-view geo-localization on CVUSA FoV=90°

Source: [Cross-view geo-localization on CVUSA FoV=90°](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-90>)

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

Data updated: 2026-02-26T05:59:28.467Z

Evaluation of Cross-view geo-localization performance on the CVUSA dataset using the 90° 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=90° |
| Metric | R@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

- [R@1](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-90.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-90.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-90.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [R@1%](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-90.md?metric=R%401%25>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| DSM | 33.66 | Not recorded | 68fa74e31e209131cea64752 |
| BEV-CV | 32.11 | Not recorded | 68fa74e31e209131cea64752 |
| TransGeo | 30.12 | Not recorded | 68fa74e31e209131cea64752 |
| L2LTR | 26.92 | Not recorded | 68fa6e7d1e209131cea4042f |
| L2LTR | 26.92 | Not recorded | 68fa74e31e209131cea64752 |
| SAIG-D | 26.71 | Not recorded | 68fa6e7d1e209131cea4042f |
| L2LTR | 25.21 | Not recorded | 68fa74e31e209131cea64752 |
| GAL | 22.54 | Not recorded | 68fa74e31e209131cea64752 |
| TransGeo | 21.96 | Not recorded | 68fa74e31e209131cea64752 |
| GeoDTR | 18.81 | Not recorded | 68fa74e31e209131cea64752 |
| Shi | 16.19 | Not recorded | 68fa6e7d1e209131cea4042f |
| DSM | 16.19 | Not recorded | 68fa74e31e209131cea64752 |
| GeoDTR | 15.21 | Not recorded | 68fa74e31e209131cea64752 |
| BEV-CV | 15.17 | Not recorded | 68fa74e31e209131cea64752 |
| CVFT | 4.8 | Not recorded | 68fa6e7d1e209131cea4042f |
| CVFT | 4.8 | Not recorded | 68fa74e31e209131cea64752 |
| CVM-Net | 2.76 | Not recorded | 68fa6e7d1e209131cea4042f |
| CVM | 2.76 | Not recorded | 68fa74e31e209131cea64752 |

### DSM

R@1: 33.66. Result ID: 69937e173a6c3148491655ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

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

Recorded evaluation configuration: {"Orientation Aware":"Yes"}. This record does not assert independent reproduction.

### BEV-CV

R@1: 32.11. Result ID: 69937e173a6c3148491655d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

Recorded evaluation configuration: {"Orientation Aware":"Yes"}. This record does not assert independent reproduction.

### TransGeo

R@1: 30.12. Result ID: 69937e173a6c3148491655ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c301e209131cea32b82.md>)

[Implementation](<https://github.com/Jeff-Zilence/TransGeo2022>)

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

### L2LTR

R@1: 26.92. Result ID: 699032f23a6c314849fed827.

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

Recorded evaluation configuration: {"Orientation":"Unknown","Backbone":"HybridViT","GFLOPs":"57.1","#Params":"195.9M"}. This record does not assert independent reproduction.

### L2LTR

R@1: 26.92. Result ID: 69937e173a6c3148491655c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

### SAIG-D

R@1: 26.71. Result ID: 699032f23a6c314849fed828.

[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.

### L2LTR

R@1: 25.21. Result ID: 69937e173a6c3148491655cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

Recorded evaluation configuration: {"Orientation Aware":"Yes"}. This record does not assert independent reproduction.

### GAL

R@1: 22.54. Result ID: 69937e173a6c3148491655cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

Recorded evaluation configuration: {"Orientation Aware":"Partial"}. This record does not assert independent reproduction.

### TransGeo

R@1: 21.96. Result ID: 69937e173a6c3148491655d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c301e209131cea32b82.md>)

[Implementation](<https://github.com/Jeff-Zilence/TransGeo2022>)

Recorded evaluation configuration: {"Orientation Aware":"Yes"}. This record does not assert independent reproduction.

### GeoDTR

R@1: 18.81. Result ID: 69937e173a6c3148491655cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476b5.md>)

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

### Shi

R@1: 16.19. Result ID: 699032f23a6c314849fed826.

[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.

### DSM

R@1: 16.19. Result ID: 69937e173a6c3148491655c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

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

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

### GeoDTR

R@1: 15.21. Result ID: 69937e173a6c3148491655d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476b5.md>)

Recorded evaluation configuration: {"Orientation Aware":"Yes"}. This record does not assert independent reproduction.

### BEV-CV

R@1: 15.17. Result ID: 69937e173a6c3148491655cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

### CVFT

R@1: 4.8. Result ID: 699032f23a6c314849fed825.

[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.

### CVFT

R@1: 4.8. Result ID: 69937e173a6c3148491655c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

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

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

### CVM-Net

R@1: 2.76. Result ID: 699032f23a6c314849fed824.

[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.

### CVM

R@1: 2.76. Result ID: 69937e173a6c3148491655c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e31e209131cea64752.md>)

Recorded evaluation configuration: {"Orientation Aware":"No"}. This record does not assert independent reproduction.

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