# Image Classification on OFFICE Webcam → DSLR (test)

Source: [Image Classification on OFFICE Webcam → DSLR (test)](<https://www.sota2.com/research/sota/image-classification-on-office-webcam-dslr-test>)

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

Data updated: 2026-02-26T05:27:11.314Z

Evaluation of Image Classification performance using the test split of the OFFICE dataset, specifically measuring performance when transferring knowledge from the Webcam domain to the DSLR domain.

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 Webcam → DSLR (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-webcam-dslr-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Unsupervised Domain Adaptation by Backpropagation | 93.7 | Not recorded | 68fa61b71e209131ce9f5a50 |
| DDC | 91.7 | Not recorded | 68fa61b71e209131ce9f5a50 |
| DLID | 89.9 | Not recorded | 68fa61b71e209131ce9f5a50 |
| DANN | 83.5 | Not recorded | 68fa61b71e209131ce9f5a50 |
| DA-NBNN | 76.2 | Not recorded | 68fa61b71e209131ce9f5a50 |
| SA | 69.9 | Not recorded | 68fa61b71e209131ce9f5a50 |
| GFK | 66.3 | Not recorded | 68fa61b71e209131ce9f5a50 |

### Unsupervised Domain Adaptation by Backpropagation

Accuracy: 93.7. Result ID: 698bce6c7a967eddb7717b81.

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

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

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

### DDC

Accuracy: 91.7. Result ID: 698bce6c7a967eddb7717b80.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f532d.md>)

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

### DLID

Accuracy: 89.9. Result ID: 698bce6c7a967eddb7717b7e.

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

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

### DANN

Accuracy: 83.5. Result ID: 698bce6c7a967eddb7717b7f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a31e209131ce9fa78f.md>)

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

### DA-NBNN

Accuracy: 76.2. Result ID: 698bce6c7a967eddb7717b7d.

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

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

### SA

Accuracy: 69.9. Result ID: 698bce6c7a967eddb7717b7c.

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

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

### GFK

Accuracy: 66.3. Result ID: 698bce6c7a967eddb7717b7b.

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

Recorded evaluation configuration: {"variant":"PLS, PCA"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
