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

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

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

Data updated: 2026-02-26T05:32:58.214Z

Evaluation of classification performance on the OfficeHome dataset, specifically focusing on domain transfer scenarios involving the Clipart source domain transferring to Art, Product, and Real World 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 Cl→Ar,Pr,Rw |
| 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-cl-ar-pr-rw.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ANT Score](<https://www.sota2.com/research/sota/classification-on-officehome-cl-ar-pr-rw.md?metric=ANT%20Score>): Lower is better; unit: SCALAR.

- [RNT Score](<https://www.sota2.com/research/sota/classification-on-officehome-cl-ar-pr-rw.md?metric=RNT%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AMEAN | 65.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 60.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 58.1 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 56.7 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 56.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| AMEAN | 47.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 46.5 | Not recorded | 68fa65ff1e209131cea0dd9b |
| AMEAN | 45.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 45.2 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 45.1 | Not recorded | 68fa65ff1e209131cea0dd9b |
| JAN | 44.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RevGrad | 43.8 | Not recorded | 68fa65ff1e209131cea0dd9b |
| RTN | 43.4 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 43.2 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 42.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| DAN | 41.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 37.6 | Not recorded | 68fa65ff1e209131cea0dd9b |
| Source only | 35.3 | Not recorded | 68fa65ff1e209131cea0dd9b |

### AMEAN

Accuracy: 65.5. Result ID: 699aaaf05698665ec437e8a7.

[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.

### JAN

Accuracy: 60.5. Result ID: 699aaaf05698665ec437e8a5.

[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.

### RevGrad

Accuracy: 58.1. Result ID: 699aaaf05698665ec437e8a6.

[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.

### RTN

Accuracy: 56.7. Result ID: 699aaaf05698665ec437e8a4.

[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.

### DAN

Accuracy: 56.6. Result ID: 699aaaf05698665ec437e8a3.

[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.

### AMEAN

Accuracy: 47.6. Result ID: 699aaaf05698665ec437e8a1.

[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: 46.5. Result ID: 699aaaf05698665ec437e89f.

[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.

### AMEAN

Accuracy: 45.6. Result ID: 699aaaf05698665ec437e865.

[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: 45.2. Result ID: 699aaaf05698665ec437e89e.

[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.

### RevGrad

Accuracy: 45.1. Result ID: 699aaaf05698665ec437e8a0.

[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: 44.6. Result ID: 699aaaf05698665ec437e863.

[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: 43.8. Result ID: 699aaaf05698665ec437e864.

[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.

### RTN

Accuracy: 43.4. Result ID: 699aaaf05698665ec437e862.

[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: 43.2. Result ID: 699aaaf05698665ec437e89d.

[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: 42.6. Result ID: 699aaaf05698665ec437e8a2.

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

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

### DAN

Accuracy: 41.6. Result ID: 699aaaf05698665ec437e861.

[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: 37.6. Result ID: 699aaaf05698665ec437e89c.

[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: 35.3. Result ID: 699aaaf05698665ec437e860.

[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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