# Unsupervised Domain Adaptation on CIFAR to STL

Source: [Unsupervised Domain Adaptation on CIFAR to STL](<https://www.sota2.com/research/sota/unsupervised-domain-adaptation-on-cifar-to-stl>)

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

Data updated: 2026-02-26T05:27:35.750Z

Evaluation of Unsupervised Domain Adaptation performance when transferring classification models from the CIFAR source domain to the STL target domain.

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) | CIFAR to STL |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-cifar-to-stl.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| IIMT | 83.1 | Not recorded | 68fa66e71e209131cea130d0 |
| VADA | 80 | Not recorded | 68fa66e71e209131cea130d0 |
| DIRT-T | 80 | Not recorded | 68fa66e71e209131cea130d0 |
| Pi-model | 76.3 | Not recorded | 68fa66e71e209131cea130d0 |
| Source-Only | 75.9 | Not recorded | 68fa66e71e209131cea130d0 |
| DRCN | 66.4 | Not recorded | 68fa66e71e209131cea130d0 |

### IIMT

Accuracy: 83.1. Result ID: 698d100f8b517eb4331eb7b2.

[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.

### VADA

Accuracy: 80. Result ID: 698d100f8b517eb4331eb7b0.

[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.

### DIRT-T

Accuracy: 80. Result ID: 698d100f8b517eb4331eb7b1.

[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.

### Pi-model

Accuracy: 76.3. Result ID: 698d100f8b517eb4331eb7ae.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64da1e209131cea06b6b.md>)

[Implementation](<http://github.com/Britefury/self-ensemble-visual-domain-adapt>)

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

### Source-Only

Accuracy: 75.9. Result ID: 698d100f8b517eb4331eb7af.

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

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

### DRCN

Accuracy: 66.4. Result ID: 698d100f8b517eb4331eb7ad.

[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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