# Image Classification on OfficeHome cross-domain

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

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

Data updated: 2026-02-26T05:34:08.933Z

Evaluation of Image Classification performance on the OfficeHome dataset under cross-domain testing conditions, reporting accuracy results segmented by the four constituent domains (Art, Clipart, Product, Real World) and the overall mean accuracy.

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 cross-domain |
| Metric | Accuracy (Art) |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy (Art)](<https://www.sota2.com/research/sota/image-classification-on-officehome-cross-domain.md?metric=Accuracy%20(Art)>): Higher is better; unit: PERCENT.

- [Accuracy (Clipart)](<https://www.sota2.com/research/sota/image-classification-on-officehome-cross-domain.md?metric=Accuracy%20(Clipart)>): Higher is better; unit: PERCENT.

- [Accuracy (Product)](<https://www.sota2.com/research/sota/image-classification-on-officehome-cross-domain.md?metric=Accuracy%20(Product)>): Higher is better; unit: PERCENT.

- [Accuracy (Real World)](<https://www.sota2.com/research/sota/image-classification-on-officehome-cross-domain.md?metric=Accuracy%20(Real%20World)>): Higher is better; unit: PERCENT.

- [Mean Accuracy (Overall)](<https://www.sota2.com/research/sota/image-classification-on-officehome-cross-domain.md?metric=Mean%20Accuracy%20(Overall)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Art) | Result date | Report paper |
| --- | --- | --- | --- |
| TPT | 75.76 | Not recorded | 68fa73e11e209131cea5e9ff |
| WATT-S | 75.76 | Not recorded | 68fa73e11e209131cea5e9ff |
| WATT-P | 75.65 | Not recorded | 68fa73e11e209131cea5e9ff |
| TENT | 74.03 | Not recorded | 68fa73e11e209131cea5e9ff |
| CLIPArTT | 73.84 | Not recorded | 68fa73e11e209131cea5e9ff |
| CLIP | 73.75 | Not recorded | 68fa73e11e209131cea5e9ff |

### TPT

Accuracy (Art): 75.76. Result ID: 699310323a6c3148491370a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### WATT-S

Accuracy (Art): 75.76. Result ID: 699310323a6c3148491370a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Implementation](<https://github.com/Mehrdad-Noori/WATT.git>)

Recorded evaluation configuration: {"strategy":"Sequential MTWA"}. This record does not assert independent reproduction.

### WATT-P

Accuracy (Art): 75.65. Result ID: 699310323a6c3148491370a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Implementation](<https://github.com/Mehrdad-Noori/WATT.git>)

Recorded evaluation configuration: {"strategy":"Parallel MTWA"}. This record does not assert independent reproduction.

### TENT

Accuracy (Art): 74.03. Result ID: 699310323a6c31484913709f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIPArTT

Accuracy (Art): 73.84. Result ID: 699310323a6c3148491370a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75ec1e209131cea6aa25.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP

Accuracy (Art): 73.75. Result ID: 699310323a6c31484913709e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e11e209131cea5e9ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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