# Unsupervised Domain Adaptation on MNIST to MNIST-M

Source: [Unsupervised Domain Adaptation on MNIST to MNIST-M](<https://www.sota2.com/research/sota/unsupervised-domain-adaptation-on-mnist-to-mnist-m>)

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

Data updated: 2026-02-26T05:27:35.712Z

Evaluation of Unsupervised Domain Adaptation performance when transferring knowledge from the MNIST source domain to the MNIST-M target domain for Image Classification.

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 | Unsupervised Domain Adaptation (Image Classification) |
| Dataset (including any stated split) | MNIST to MNIST-M |
| 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/unsupervised-domain-adaptation-on-mnist-to-mnist-m.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| IIMT | 99.5 | Not recorded | 68fa66e71e209131cea130d0 |
| DIRT-T | 98.9 | Not recorded | 68fa66e71e209131cea130d0 |
| VADA | 97.7 | Not recorded | 68fa66e71e209131cea130d0 |
| ATT | 94.2 | Not recorded | 68fa66e71e209131cea130d0 |
| JDDA | 88.4 | Not recorded | 68fa66e71e209131cea130d0 |
| DANN | 81.5 | Not recorded | 68fa66e71e209131cea130d0 |
| DAN | 76.9 | Not recorded | 68fa66e71e209131cea130d0 |
| Source-Only | 62.5 | Not recorded | 68fa66e71e209131cea130d0 |

### IIMT

Accuracy: 99.5. Result ID: 698d100f8b517eb4331eb79a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

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

### DIRT-T

Accuracy: 98.9. Result ID: 698d100f8b517eb4331eb799.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02d71.md>)

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

### VADA

Accuracy: 97.7. Result ID: 698d100f8b517eb4331eb798.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02d71.md>)

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

### ATT

Accuracy: 94.2. Result ID: 698d100f8b517eb4331eb795.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63541e209131ce9fe3d3.md>)

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

### JDDA

Accuracy: 88.4. Result ID: 698d100f8b517eb4331eb796.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb8c.md>)

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

### DANN

Accuracy: 81.5. Result ID: 698d100f8b517eb4331eb794.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

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

### DAN

Accuracy: 76.9. Result ID: 698d100f8b517eb4331eb793.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e71e209131ce9f691b.md>)

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

### Source-Only

Accuracy: 62.5. Result ID: 698d100f8b517eb4331eb797.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130d0.md>)

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

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