# Image Classification on Kuzushiji MCLs setting (test)

Source: [Image Classification on Kuzushiji MCLs setting (test)](<https://www.sota2.com/research/sota/image-classification-on-kuzushiji-mcls-setting-test>)

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

Data updated: 2026-02-26T05:53:32.977Z

Evaluation of Image Classification performance on the test split of the Kuzushiji MCLs setting dataset, reporting standard and adversarial accuracy metrics.

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 | Image Classification |
| Dataset (including any stated split) | Kuzushiji MCLs setting (test) |
| Metric | Natural Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Natural Accuracy](<https://www.sota2.com/research/sota/image-classification-on-kuzushiji-mcls-setting-test.md?metric=Natural%20Accuracy>): Higher is better; unit: PERCENT.

- [PGD Accuracy](<https://www.sota2.com/research/sota/image-classification-on-kuzushiji-mcls-setting-test.md?metric=PGD%20Accuracy>): Higher is better; unit: PERCENT.

- [CW Accuracy](<https://www.sota2.com/research/sota/image-classification-on-kuzushiji-mcls-setting-test.md?metric=CW%20Accuracy>): Higher is better; unit: PERCENT.

- [AA Accuracy](<https://www.sota2.com/research/sota/image-classification-on-kuzushiji-mcls-setting-test.md?metric=AA%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Natural Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle | 95.94 | Not recorded | 68fa6dc41e209131cea3bff4 |
| Warm-up+PLA | 95.61 | Not recorded | 68fa6dc41e209131cea3bff4 |
| Two-stage | 93.53 | Not recorded | 68fa6dc41e209131cea3bff4 |
| LOG | 77.83 | Not recorded | 68fa6dc41e209131cea3bff4 |
| EXP | 10 | Not recorded | 68fa6dc41e209131cea3bff4 |

### Oracle

Natural Accuracy: 95.94. Result ID: 698fdb273a6c314849fc5b64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bff4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Label Setting":"Multiple Complementary Labels (MCLs)"}. This record does not assert independent reproduction.

### Warm-up+PLA

Natural Accuracy: 95.61. Result ID: 698fdb273a6c314849fc5b68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bff4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bff4.md>)

[Implementation](<https://github.com/RoyalSkye/ATCL>)

Recorded evaluation configuration: {"Label Setting":"Multiple Complementary Labels (MCLs)"}. This record does not assert independent reproduction.

### Two-stage

Natural Accuracy: 93.53. Result ID: 698fdb273a6c314849fc5b65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bff4.md>)

Recorded evaluation configuration: {"Label Setting":"Multiple Complementary Labels (MCLs)"}. This record does not assert independent reproduction.

### LOG

Natural Accuracy: 77.83. Result ID: 698fdb273a6c314849fc5b67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bff4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d351e209131cea386a5.md>)

Recorded evaluation configuration: {"Label Setting":"Multiple Complementary Labels (MCLs)"}. This record does not assert independent reproduction.

### EXP

Natural Accuracy: 10. Result ID: 698fdb273a6c314849fc5b66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bff4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d351e209131cea386a5.md>)

Recorded evaluation configuration: {"Label Setting":"Multiple Complementary Labels (MCLs)"}. This record does not assert independent reproduction.

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