# Domain Adaptation Classification on MSRC+VOC cross-domain tasks average

Source: [Domain Adaptation Classification on MSRC+VOC cross-domain tasks average](<https://www.sota2.com/research/sota/domain-adaptation-classification-on-msrc-plus-voc-cross-domain-tasks-average>)

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

Data updated: 2026-02-26T05:35:46.354Z

Evaluation of Domain Adaptation Classification performance across the average of MSRC and VOC cross-domain tasks, focusing on average runtime efficiency.

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 Classification |
| Dataset (including any stated split) | MSRC+VOC cross-domain tasks average |
| Metric | Average Runtime (s) |
| Unit | TIME |
| Direction | Lower 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

- [Average Runtime (s)](<https://www.sota2.com/research/sota/domain-adaptation-classification-on-msrc-plus-voc-cross-domain-tasks-average.md?metric=Average%20Runtime%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Average Runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| SA | 0.69 | Not recorded | 68fa62a31e209131ce9fa794 |
| KPCA | 3.23 | Not recorded | 68fa62a31e209131ce9fa794 |
| TCA | 20.92 | Not recorded | 68fa62a31e209131ce9fa794 |
| SCA | 36.86 | Not recorded | 68fa62a31e209131ce9fa794 |
| TJM | 127.35 | Not recorded | 68fa62a31e209131ce9fa794 |
| TSC | 2051.05 | Not recorded | 68fa62a31e209131ce9fa794 |

### SA

Average Runtime (s): 0.69. Result ID: 698bde94ecace47ef5596533.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

Recorded evaluation configuration: {"Hardware (CPU)":"Intel Core i5-240 CPU","OS":"Arch Linux 64-bit OS","RAM":"4GB RAM","Software Environment":"MATLAB R2014b"}. This record does not assert independent reproduction.

### KPCA

Average Runtime (s): 3.23. Result ID: 698bde94ecace47ef5596531.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

Recorded evaluation configuration: {"Hardware (CPU)":"Intel Core i5-240 CPU","OS":"Arch Linux 64-bit OS","RAM":"4GB RAM","Software Environment":"MATLAB R2014b"}. This record does not assert independent reproduction.

### TCA

Average Runtime (s): 20.92. Result ID: 698bde94ecace47ef5596532.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

Recorded evaluation configuration: {"Hardware (CPU)":"Intel Core i5-240 CPU","OS":"Arch Linux 64-bit OS","RAM":"4GB RAM","Software Environment":"MATLAB R2014b"}. This record does not assert independent reproduction.

### SCA

Average Runtime (s): 36.86. Result ID: 698bde94ecace47ef5596536.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

Recorded evaluation configuration: {"Hardware (CPU)":"Intel Core i5-240 CPU","OS":"Arch Linux 64-bit OS","RAM":"4GB RAM","Software Environment":"MATLAB R2014b"}. This record does not assert independent reproduction.

### TJM

Average Runtime (s): 127.35. Result ID: 698bde94ecace47ef5596534.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

Recorded evaluation configuration: {"Hardware (CPU)":"Intel Core i5-240 CPU","OS":"Arch Linux 64-bit OS","RAM":"4GB RAM","Software Environment":"MATLAB R2014b"}. This record does not assert independent reproduction.

### TSC

Average Runtime (s): 2051.05. Result ID: 698bde94ecace47ef5596535.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa794.md>)

Recorded evaluation configuration: {"Hardware (CPU)":"Intel Core i5-240 CPU","OS":"Arch Linux 64-bit OS","RAM":"4GB RAM","Software Environment":"MATLAB R2014b"}. This record does not assert independent reproduction.

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