# Image Classification on OfficeHome 4 Domains

Source: [Image Classification on OfficeHome 4 Domains](<https://www.sota2.com/research/sota/image-classification-on-officehome-4-domains>)

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

Data updated: 2026-05-12T12:41:58.948Z

Evaluation of Image Classification performance on the OfficeHome dataset, specifically focusing on results derived from its four constituent 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) | OfficeHome 4 Domains |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-officehome-4-domains.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Metric F Score](<https://www.sota2.com/research/sota/image-classification-on-officehome-4-domains.md?metric=Metric%20F%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GRPO | 94.65 | Not recorded | 6a02b443dbc836b87d8248d8 |
| SFT | 93.84 | Not recorded | 6a02b443dbc836b87d8248d8 |
| RaPO | 93.63 | Not recorded | 6a02b443dbc836b87d8248d8 |
| GRPO | 92.8 | Not recorded | 6a02b443dbc836b87d8248d8 |
| L2 | 91.62 | Not recorded | 6a02b443dbc836b87d8248d8 |
| EWC | 91.29 | Not recorded | 6a02b443dbc836b87d8248d8 |
| SFT | 91.07 | Not recorded | 6a02b443dbc836b87d8248d8 |
| LwF | 88.33 | Not recorded | 6a02b443dbc836b87d8248d8 |

### GRPO

Accuracy: 94.65. Result ID: 6a031fa647f34ce924e75af2.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Learning Setting":"Joint Training"}. This record does not assert independent reproduction.

### SFT

Accuracy: 93.84. Result ID: 6a031fa647f34ce924e75af1.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

Recorded evaluation configuration: {"Learning Setting":"Joint Training"}. This record does not assert independent reproduction.

### RaPO

Accuracy: 93.63. Result ID: 6a031fa647f34ce924e75af8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

Recorded evaluation configuration: {"Learning Setting":"Continual Learning"}. This record does not assert independent reproduction.

### GRPO

Accuracy: 92.8. Result ID: 6a031fa647f34ce924e75af7.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Learning Setting":"Continual Learning"}. This record does not assert independent reproduction.

### L2

Accuracy: 91.62. Result ID: 6a031fa647f34ce924e75af4.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

Recorded evaluation configuration: {"Learning Setting":"Continual Learning"}. This record does not assert independent reproduction.

### EWC

Accuracy: 91.29. Result ID: 6a031fa647f34ce924e75af5.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Learning Setting":"Continual Learning"}. This record does not assert independent reproduction.

### SFT

Accuracy: 91.07. Result ID: 6a031fa647f34ce924e75af3.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

Recorded evaluation configuration: {"Learning Setting":"Continual Learning"}. This record does not assert independent reproduction.

### LwF

Accuracy: 88.33. Result ID: 6a031fa647f34ce924e75af6.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b443dbc836b87d8248d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Learning Setting":"Continual Learning"}. This record does not assert independent reproduction.

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