# Unsupervised Domain Adaptation on STL to CIFAR

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

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

Data updated: 2026-02-26T05:27:35.772Z

Evaluation of Unsupervised Domain Adaptation performance when transferring knowledge from the STL dataset (source) to the CIFAR dataset (target) 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) | STL to CIFAR |
| 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-stl-to-cifar.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| IIMT | 81.6 | Not recorded | 68fa66e71e209131cea130d0 |
| DIRT-T | 75.3 | Not recorded | 68fa66e71e209131cea130d0 |
| VADA | 73.5 | Not recorded | 68fa66e71e209131cea130d0 |
| Pi-model | 64.2 | Not recorded | 68fa66e71e209131cea130d0 |
| Source-Only | 61.8 | Not recorded | 68fa66e71e209131cea130d0 |
| DRCN | 58.7 | Not recorded | 68fa66e71e209131cea130d0 |

### IIMT

Accuracy: 81.6. Result ID: 698d100f8b517eb4331eb7b8.

[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: 75.3. Result ID: 698d100f8b517eb4331eb7b7.

[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: 73.5. Result ID: 698d100f8b517eb4331eb7b6.

[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: 64.2. Result ID: 698d100f8b517eb4331eb7b4.

[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: 61.8. Result ID: 698d100f8b517eb4331eb7b5.

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

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

### DRCN

Accuracy: 58.7. Result ID: 698d100f8b517eb4331eb7b3.

[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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