# SAR Image Recognition on MSTAR N-Shot 5-shot (test)

Source: [SAR Image Recognition on MSTAR N-Shot 5-shot (test)](<https://www.sota2.com/research/sota/sar-image-recognition-on-mstar-n-shot-5-shot-test>)

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

Data updated: 2026-04-03T08:49:00.259Z

Evaluation of SAR Image Recognition performance on the MSTAR dataset utilizing a 5-shot few-shot learning setup on the test split.

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 Recognition |
| Dataset (including any stated split) | MSTAR N-Shot 5-shot (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-recognition-on-mstar-n-shot-5-shot-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet18 | 41.57 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResNet50 | 38.58 | Not recorded | 69cf49b10636e5bf4afcdaff |
| AlexNet | 38.48 | Not recorded | 69cf49b10636e5bf4afcdaff |
| Cross-HL | 38.23 | Not recorded | 69cf49b10636e5bf4afcdaff |
| VGG16 | 37.26 | Not recorded | 69cf49b10636e5bf4afcdaff |
| Light-ResKAN | 35.07 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ConvNeXt | 27.36 | Not recorded | 69cf49b10636e5bf4afcdaff |
| WaveKAN | 25.44 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ASANet | 24.74 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResKAGNet | 23.84 | Not recorded | 69cf49b10636e5bf4afcdaff |
| MACN | 21.94 | Not recorded | 69cf49b10636e5bf4afcdaff |
| SpectralKAN | 19.92 | Not recorded | 69cf49b10636e5bf4afcdaff |

### ResNet18

Accuracy: 41.57. Result ID: 69cf7ede47f34ce924b97948.

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

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

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

### ResNet50

Accuracy: 38.58. Result ID: 69cf7ede47f34ce924b97949.

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

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

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

### AlexNet

Accuracy: 38.48. Result ID: 69cf7ede47f34ce924b97946.

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

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

### Cross-HL

Accuracy: 38.23. Result ID: 69cf7ede47f34ce924b9794c.

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

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

### VGG16

Accuracy: 37.26. Result ID: 69cf7ede47f34ce924b97947.

[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: Not recorded. This record does not assert independent reproduction.

### Light-ResKAN

Accuracy: 35.07. Result ID: 69cf7ede47f34ce924b97951.

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

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

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

### ConvNeXt

Accuracy: 27.36. Result ID: 69cf7ede47f34ce924b9794a.

[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: Not recorded. This record does not assert independent reproduction.

### WaveKAN

Accuracy: 25.44. Result ID: 69cf7ede47f34ce924b9794f.

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

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

### ASANet

Accuracy: 24.74. Result ID: 69cf7ede47f34ce924b9794d.

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

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

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

### ResKAGNet

Accuracy: 23.84. Result ID: 69cf7ede47f34ce924b97950.

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

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

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

### MACN

Accuracy: 21.94. Result ID: 69cf7ede47f34ce924b9794b.

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

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

### SpectralKAN

Accuracy: 19.92. Result ID: 69cf7ede47f34ce924b9794e.

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

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

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