# Domain Adaptation on Caltech-office A/D (test)

Source: [Domain Adaptation on Caltech-office A/D (test)](<https://www.sota2.com/research/sota/domain-adaptation-on-caltech-office-a-d-test>)

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

Data updated: 2026-02-26T05:26:53.057Z

Evaluation of Domain Adaptation performance on the test split of the Caltech-office A/D dataset, measured by specific accuracy metrics (e.g., acc(fi1), acc(fio)).

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 | Domain Adaptation |
| Dataset (including any stated split) | Caltech-office A/D (test) |
| Metric | Acc (fi1) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Acc (fi1)](<https://www.sota2.com/research/sota/domain-adaptation-on-caltech-office-a-d-test.md?metric=Acc%20(fi1)>): Higher is better; unit: PERCENT.

- [Acc (fio)](<https://www.sota2.com/research/sota/domain-adaptation-on-caltech-office-a-d-test.md?metric=Acc%20(fio)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc (fi1) | Result date | Report paper |
| --- | --- | --- | --- |
| Sinkhorn | 87 | Not recorded | 68fa59fe1e209131ce9bc1d9 |
| SSNB | 82 | Not recorded | 68fa59fe1e209131ce9bc1d9 |
| ICNN | 44 | Not recorded | 68fa59fe1e209131ce9bc1d9 |

### Sinkhorn

Acc (fi1): 87. Result ID: 698bab3f7a967eddb77075ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59fe1e209131ce9bc1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57171e209131ce9a2661.md>)

Recorded evaluation configuration: {"Transport Model":"Sinkhorn"}. This record does not assert independent reproduction.

### SSNB

Acc (fi1): 82. Result ID: 698bab3f7a967eddb77075ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59fe1e209131ce9bc1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59fe1e209131ce9bc1d9.md>)

[Implementation](<https://github.com/AmirTag/OT-ICNN>)

Recorded evaluation configuration: {"Transport Model":"SSNB"}. This record does not assert independent reproduction.

### ICNN

Acc (fi1): 44. Result ID: 698bab3f7a967eddb77075ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59fe1e209131ce9bc1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa53f21e209131ce987ade.md>)

Recorded evaluation configuration: {"Transport Model":"ICNN"}. This record does not assert independent reproduction.

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