# Cross-view geo-localization on CVUSA FoV=70°

Source: [Cross-view geo-localization on CVUSA FoV=70°](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-70>)

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

Data updated: 2026-02-26T05:59:38.817Z

Evaluation of Cross-view geo-localization performance on the CVUSA dataset configured with a 70° Field of View (FoV), 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=70° |
| Metric | R@1 Accuracy |
| 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 Accuracy](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-70.md?metric=R%401%20Accuracy>): Higher is better; unit: PERCENT.

- [R@5 Accuracy](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-70.md?metric=R%405%20Accuracy>): Higher is better; unit: PERCENT.

- [R@10 Accuracy](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-70.md?metric=R%4010%20Accuracy>): Higher is better; unit: PERCENT.

- [R@1% Accuracy](<https://www.sota2.com/research/sota/cross-view-geo-localization-on-cvusa-fov-70.md?metric=R%401%25%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BEV-CV | 27.4 | Not recorded | 68fa74e31e209131cea64752 |
| L2LTR | 22.2 | Not recorded | 68fa74e31e209131cea64752 |
| SAIG-D | 20.9 | Not recorded | 68fa6e7d1e209131cea4042f |
| DSM | 20.88 | Not recorded | 68fa74e31e209131cea64752 |
| TransGeo | 17.27 | Not recorded | 68fa74e31e209131cea64752 |
| TransGeo | 16.43 | Not recorded | 68fa74e31e209131cea64752 |
| GAL | 15.2 | Not recorded | 68fa74e31e209131cea64752 |
| GeoDTR | 14.84 | Not recorded | 68fa74e31e209131cea64752 |
| BEV-CV | 14.03 | Not recorded | 68fa74e31e209131cea64752 |
| GeoDTR | 14 | Not recorded | 68fa74e31e209131cea64752 |
| L2LTR | 13.95 | Not recorded | 68fa6e7d1e209131cea4042f |
| L2LTR | 13.95 | Not recorded | 68fa74e31e209131cea64752 |
| Shi | 8.78 | Not recorded | 68fa6e7d1e209131cea4042f |
| DSM | 8.78 | Not recorded | 68fa74e31e209131cea64752 |
| CVFT | 3.79 | Not recorded | 68fa6e7d1e209131cea4042f |
| CVFT | 3.79 | Not recorded | 68fa74e31e209131cea64752 |
| CVM-Net | 2.62 | Not recorded | 68fa6e7d1e209131cea4042f |
| CVM | 2.62 | Not recorded | 68fa74e31e209131cea64752 |

### BEV-CV

R@1 Accuracy: 27.4. Result ID: 69937e173a6c3148491655df.

[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.

### L2LTR

R@1 Accuracy: 22.2. Result ID: 69937e173a6c3148491655dc.

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

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

### SAIG-D

R@1 Accuracy: 20.9. Result ID: 699032f23a6c314849fed82d.

[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.

### DSM

R@1 Accuracy: 20.88. Result ID: 69937e173a6c3148491655db.

[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.

### TransGeo

R@1 Accuracy: 17.27. Result ID: 69937e173a6c3148491655dd.

[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.

### TransGeo

R@1 Accuracy: 16.43. Result ID: 69937e173a6c3148491655d7.

[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.

### GAL

R@1 Accuracy: 15.2. Result ID: 69937e173a6c3148491655da.

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

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

### GeoDTR

R@1 Accuracy: 14.84. Result ID: 69937e173a6c3148491655d8.

[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.

### BEV-CV

R@1 Accuracy: 14.03. Result ID: 69937e173a6c3148491655d9.

[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.

### GeoDTR

R@1 Accuracy: 14. Result ID: 69937e173a6c3148491655de.

[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.

### L2LTR

R@1 Accuracy: 13.95. Result ID: 699032f23a6c314849fed82c.

[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 Accuracy: 13.95. Result ID: 69937e173a6c3148491655d6.

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

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

### Shi

R@1 Accuracy: 8.78. Result ID: 699032f23a6c314849fed82b.

[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 Accuracy: 8.78. Result ID: 69937e173a6c3148491655d5.

[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.

### CVFT

R@1 Accuracy: 3.79. Result ID: 699032f23a6c314849fed82a.

[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 Accuracy: 3.79. Result ID: 69937e173a6c3148491655d4.

[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 Accuracy: 2.62. Result ID: 699032f23a6c314849fed829.

[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 Accuracy: 2.62. Result ID: 69937e173a6c3148491655d3.

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

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

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