# SAR Image Recognition on MSTAR N-Shot 20-shot (test)

Source: [SAR Image Recognition on MSTAR N-Shot 20-shot (test)](<https://www.sota2.com/research/sota/sar-image-recognition-on-mstar-n-shot-20-shot-test>)

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

Data updated: 2026-04-03T08:49:00.334Z

Evaluation of SAR Image Recognition performance on the MSTAR dataset utilizing a 20-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 20-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-20-shot-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet18 | 59.51 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResNet50 | 58.53 | Not recorded | 69cf49b10636e5bf4afcdaff |
| AlexNet | 57.64 | Not recorded | 69cf49b10636e5bf4afcdaff |
| Cross-HL | 57.31 | Not recorded | 69cf49b10636e5bf4afcdaff |
| VGG16 | 55.26 | Not recorded | 69cf49b10636e5bf4afcdaff |
| Light-ResKAN | 54.53 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ConvNeXt | 51.37 | Not recorded | 69cf49b10636e5bf4afcdaff |
| WaveKAN | 49.11 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ASANet | 47.58 | Not recorded | 69cf49b10636e5bf4afcdaff |
| MACN | 45.33 | Not recorded | 69cf49b10636e5bf4afcdaff |
| ResKAGNet | 43.23 | Not recorded | 69cf49b10636e5bf4afcdaff |
| SpectralKAN | 29.07 | Not recorded | 69cf49b10636e5bf4afcdaff |

### ResNet18

Accuracy: 59.51. Result ID: 69cf7ede47f34ce924b97960.

[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: 58.53. Result ID: 69cf7ede47f34ce924b97961.

[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: 57.64. Result ID: 69cf7ede47f34ce924b9795e.

[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: 57.31. Result ID: 69cf7ede47f34ce924b97964.

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

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

### VGG16

Accuracy: 55.26. Result ID: 69cf7ede47f34ce924b9795f.

[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: 54.53. Result ID: 69cf7ede47f34ce924b97969.

[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: 51.37. Result ID: 69cf7ede47f34ce924b97962.

[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: 49.11. Result ID: 69cf7ede47f34ce924b97967.

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

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

### ASANet

Accuracy: 47.58. Result ID: 69cf7ede47f34ce924b97965.

[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.

### MACN

Accuracy: 45.33. Result ID: 69cf7ede47f34ce924b97963.

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

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

### ResKAGNet

Accuracy: 43.23. Result ID: 69cf7ede47f34ce924b97968.

[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.

### SpectralKAN

Accuracy: 29.07. Result ID: 69cf7ede47f34ce924b97966.

[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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