# Classification on OfficeHome (Rw→Ar,Cl,Pr)

Source: [Classification on OfficeHome (Rw→Ar,Cl,Pr)](<https://www.sota2.com/research/sota/classification-on-officehome-rw-ar-cl-pr>)

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

Data updated: 2026-02-26T05:32:58.231Z

Evaluation of classification performance on the OfficeHome dataset, specifically focusing on the domain transfer scenario where the Real World domain is the source transferring to Art, Clipart, and Product target domains.

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 | Classification |
| Dataset (including any stated split) | OfficeHome Rw→Ar,Cl,Pr |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/classification-on-officehome-rw-ar-cl-pr.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ANT](<https://www.sota2.com/research/sota/classification-on-officehome-rw-ar-cl-pr.md?metric=ANT>): Higher is better; unit: SCALAR.

- [RNT](<https://www.sota2.com/research/sota/classification-on-officehome-rw-ar-cl-pr.md?metric=RNT>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AMEAN | 66.7 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 62.1 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 57.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 56.7 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 51.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 51.3 | Not recorded | 68fa65ff1e209131cea0dd9b |
| AMEAN | 50.2 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 49.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| AMEAN | 49.3 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 49.1 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 48.8 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 48.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 48.4 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 47.8 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 47.7 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 46.8 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 39.3 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 37.9 | Not recorded | 68fa65ff1e209131cea0dd9b |

### AMEAN

Accuracy: 66.7. Result ID: 699aaaf05698665ec437e8bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Implementation](<http://github.com/zjy526223908/BTDA>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### RevGrad

Accuracy: 62.1. Result ID: 699aaaf05698665ec437e8be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b71e209131ce9f5a50.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### JAN

Accuracy: 57.5. Result ID: 699aaaf05698665ec437e8bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639b1e209131ce9ff992.md>)

[Implementation](<http://github.com/thuml>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### DAN

Accuracy: 56.7. Result ID: 699aaaf05698665ec437e8bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### RTN

Accuracy: 51.6. Result ID: 699aaaf05698665ec437e8bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0e7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Source only

Accuracy: 51.3. Result ID: 699aaaf05698665ec437e8ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AMEAN

Accuracy: 50.2. Result ID: 699aaaf05698665ec437e8b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Implementation](<http://github.com/zjy526223908/BTDA>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### RTN

Accuracy: 49.6. Result ID: 699aaaf05698665ec437e8b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0e7.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### AMEAN

Accuracy: 49.3. Result ID: 699aaaf05698665ec437e871.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Implementation](<http://github.com/zjy526223908/BTDA>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### JAN

Accuracy: 49.1. Result ID: 699aaaf05698665ec437e8b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639b1e209131ce9ff992.md>)

[Implementation](<http://github.com/thuml>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### RTN

Accuracy: 48.8. Result ID: 699aaaf05698665ec437e86e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0e7.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### JAN

Accuracy: 48.5. Result ID: 699aaaf05698665ec437e86f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639b1e209131ce9ff992.md>)

[Implementation](<http://github.com/thuml>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### RevGrad

Accuracy: 48.4. Result ID: 699aaaf05698665ec437e8b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b71e209131ce9f5a50.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### DAN

Accuracy: 47.8. Result ID: 699aaaf05698665ec437e8b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

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

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### RevGrad

Accuracy: 47.7. Result ID: 699aaaf05698665ec437e870.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b71e209131ce9f5a50.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### DAN

Accuracy: 46.8. Result ID: 699aaaf05698665ec437e86d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

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

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### Source only

Accuracy: 39.3. Result ID: 699aaaf05698665ec437e8b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

### Source only

Accuracy: 37.9. Result ID: 699aaaf05698665ec437e86c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65ff1e209131cea0dd9b.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

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