# Image Classification on MNIST-M (MM) (test)

Source: [Image Classification on MNIST-M (MM) (test)](<https://www.sota2.com/research/sota/image-classification-on-mnist-m-mm-test>)

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

Data updated: 2026-02-26T05:28:45.651Z

Evaluation of Image Classification performance on the test split of the MNIST-M (MM) dataset.

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) | MNIST-M (MM) (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/image-classification-on-mnist-m-mm-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SL | 95.4 | Not recorded | 68fa6ed11e209131cea42650 |
| target-specified CUTI-domain | 95.4 | Not recorded | 68fa6ed11e209131cea42650 |
| SL | 67.8 | Not recorded | 68fa6ed11e209131cea42650 |
| SL | 41.2 | Not recorded | 68fa6ed11e209131cea42650 |
| SL | 34.6 | Not recorded | 68fa6ed11e209131cea42650 |
| target-specified CUTI-domain | 10.9 | Not recorded | 68fa6ed11e209131cea42650 |
| target-specified CUTI-domain | 8.7 | Not recorded | 68fa6ed11e209131cea42650 |
| target-specified CUTI-domain | 8.4 | Not recorded | 68fa6ed11e209131cea42650 |

### SL

Accuracy: 95.4. Result ID: 69904db73a6c314849ff93ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

Recorded evaluation configuration: {"Source Domain":"MM"}. This record does not assert independent reproduction.

### target-specified CUTI-domain

Accuracy: 95.4. Result ID: 69904db73a6c314849ff93cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"MM"}. This record does not assert independent reproduction.

### SL

Accuracy: 67.8. Result ID: 69904db73a6c314849ff93c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

Recorded evaluation configuration: {"Source Domain":"MT"}. This record does not assert independent reproduction.

### SL

Accuracy: 41.2. Result ID: 69904db73a6c314849ff93c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

Recorded evaluation configuration: {"Source Domain":"US"}. This record does not assert independent reproduction.

### SL

Accuracy: 34.6. Result ID: 69904db73a6c314849ff93c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

Recorded evaluation configuration: {"Source Domain":"SN"}. This record does not assert independent reproduction.

### target-specified CUTI-domain

Accuracy: 10.9. Result ID: 69904db73a6c314849ff93c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"SN"}. This record does not assert independent reproduction.

### target-specified CUTI-domain

Accuracy: 8.7. Result ID: 69904db73a6c314849ff93c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"MT"}. This record does not assert independent reproduction.

### target-specified CUTI-domain

Accuracy: 8.4. Result ID: 69904db73a6c314849ff93c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"US"}. This record does not assert independent reproduction.

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