# Image Classification on Office-Home (Pr→Ar,Cl,Rw)

Source: [Image Classification on Office-Home (Pr→Ar,Cl,Rw)](<https://www.sota2.com/research/sota/image-classification-on-office-home-pr-ar-cl-rw>)

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

Data updated: 2026-02-26T05:32:58.307Z

Evaluation of Image Classification performance on the Office-Home dataset, specifically focusing on the domain transfer scenario where the Product (Pr) domain is the source transferring to Art (Ar), Clipart (Cl), and Real World (Rw) 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 | Image Classification |
| Dataset (including any stated split) | Office-Home Pr→Ar,Cl,Rw |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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/image-classification-on-office-home-pr-ar-cl-rw.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AMEAN | 59.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 52.9 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 52.2 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 48.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 47.3 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 44.2 | Not recorded | 68fa65ff1e209131cea0dd9b |
| AMEAN | 42.8 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 41.1 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 40.9 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 40.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 39.4 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 32.4 | Not recorded | 68fa65ff1e209131cea0dd9b |

### AMEAN

Accuracy: 59.5. Result ID: 699aaaf05698665ec437e8b3.

[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: 52.9. Result ID: 699aaaf05698665ec437e8b2.

[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: 52.2. Result ID: 699aaaf05698665ec437e8b1.

[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: 48.5. Result ID: 699aaaf05698665ec437e8af.

[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: 47.3. Result ID: 699aaaf05698665ec437e8b0.

[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: 44.2. Result ID: 699aaaf05698665ec437e8ae.

[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: 42.8. Result ID: 699aaaf05698665ec437e8ad.

[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.

### RevGrad

Accuracy: 41.1. Result ID: 699aaaf05698665ec437e8ac.

[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.

### JAN

Accuracy: 40.9. Result ID: 699aaaf05698665ec437e8ab.

[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: 40.6. Result ID: 699aaaf05698665ec437e8aa.

[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.

### DAN

Accuracy: 39.4. Result ID: 699aaaf05698665ec437e8a9.

[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: 32.4. Result ID: 699aaaf05698665ec437e8a8.

[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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