# SAR Image Classification on MSTAR resized to 1024 x 1024 1.0 (test)

Source: [SAR Image Classification on MSTAR resized to 1024 x 1024 1.0 (test)](<https://www.sota2.com/research/sota/sar-image-classification-on-mstar-resized-to-1024-x-1024-1-0-test>)

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

Data updated: 2026-04-03T08:49:00.214Z

Evaluation of SAR Image Classification performance on the MSTAR dataset, specifically using inputs resized to 1024x1024 resolution on the test split, measured by accuracy and efficiency.

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 | SAR Image Classification |
| Dataset (including any stated split) | MSTAR resized to 1024 x 1024 1.0 (test) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/sar-image-classification-on-mstar-resized-to-1024-x-1024-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FLOPs (G)](<https://www.sota2.com/research/sota/sar-image-classification-on-mstar-resized-to-1024-x-1024-1-0-test.md?metric=FLOPs%20(G)>): Lower is better; unit: SIZE.

- [Test time (ms)](<https://www.sota2.com/research/sota/sar-image-classification-on-mstar-resized-to-1024-x-1024-1-0-test.md?metric=Test%20time%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Light-ResKAN | 99.46 | Not recorded | 69cf49b10636e5bf4afcdaff |
| Cross-HL | 99.43 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResKAGNet | 99.41 | Not recorded | 69cf49b10636e5bf4afcdaff |
| AlexNet | 99.38 | Not recorded | 69cf49b10636e5bf4afcdaff |
| VGG16 | 99.34 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResNet50 | 99.17 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResNet18 | 99.05 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ConvNeXt | 98.76 | Not recorded | 69cf49b10636e5bf4afcdaff |
| WaveKAN | 96.33 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ASANet | 95.36 | Not recorded | 69cf49b10636e5bf4afcdaff |
| MACN | 92.53 | Not recorded | 69cf49b10636e5bf4afcdaff |
| SpectralKAN | 90.54 | Not recorded | 69cf49b10636e5bf4afcdaff |

### Light-ResKAN

Accuracy: 99.46. Result ID: 69cf7ede47f34ce924b97945.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### Cross-HL

Accuracy: 99.43. Result ID: 69cf7ede47f34ce924b97940.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### ResKAGNet

Accuracy: 99.41. Result ID: 69cf7ede47f34ce924b97944.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ef1e209131cea5ef59.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### AlexNet

Accuracy: 99.38. Result ID: 69cf7ede47f34ce924b9793a.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### VGG16

Accuracy: 99.34. Result ID: 69cf7ede47f34ce924b9793b.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f62f5.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/very_deep/>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### ResNet50

Accuracy: 99.17. Result ID: 69cf7ede47f34ce924b9793d.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### ResNet18

Accuracy: 99.05. Result ID: 69cf7ede47f34ce924b9793c.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### ConvNeXt

Accuracy: 98.76. Result ID: 69cf7ede47f34ce924b9793e.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf21e209131cea31132.md>)

[Implementation](<https://github.com/facebookresearch/ConvNeXt>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### WaveKAN

Accuracy: 96.33. Result ID: 69cf7ede47f34ce924b97943.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### ASANet

Accuracy: 95.36. Result ID: 69cf7ede47f34ce924b97941.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76151e209131cea6b523.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### MACN

Accuracy: 92.53. Result ID: 69cf7ede47f34ce924b9793f.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

### SpectralKAN

Accuracy: 90.54. Result ID: 69cf7ede47f34ce924b97942.

[Reporting paper](<https://www.sota2.com/research/paper/69cf49b10636e5bf4afcdaff.md>)

Recorded evaluation configuration: {"Input Resolution":"1024 x 1024"}. This record does not assert independent reproduction.

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