# Image Classification on Office-Home ID (test)

Source: [Image Classification on Office-Home ID (test)](<https://www.sota2.com/research/sota/image-classification-on-office-home-id-test>)

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

Data updated: 2026-06-01T09:14:48.869Z

Evaluation of Image Classification performance on the specific 'ID' test split of the Office-Home dataset, reporting standard accuracy alongside calibration metrics (ECE, ACE).

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 ID (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-id-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/image-classification-on-office-home-id-test.md?metric=ECE>): Lower is better; unit: PERCENT.

- [TS-ECE](<https://www.sota2.com/research/sota/image-classification-on-office-home-id-test.md?metric=TS-ECE>): Lower is better; unit: PERCENT.

- [CECE](<https://www.sota2.com/research/sota/image-classification-on-office-home-id-test.md?metric=CECE>): Lower is better; unit: PERCENT.

- [ACE](<https://www.sota2.com/research/sota/image-classification-on-office-home-id-test.md?metric=ACE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FLSD-53 | 63.44 | Not recorded | 68fa7af41e209131cea85f3e |
| CE | 63.22 | Not recorded | 68fa7af41e209131cea85f3e |
| FGR | 63.19 | Not recorded | 68fa7af41e209131cea85f3e |
| DFL | 63.06 | Not recorded | 68fa7af41e209131cea85f3e |
| BSCE-GRA | 61.81 | Not recorded | 68fa7af41e209131cea85f3e |

### FLSD-53

Accuracy: 63.44. Result ID: 6a1d4d17fbc373592c16bd72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d496.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"leave-one-domain-out"}. This record does not assert independent reproduction.

### CE

Accuracy: 63.22. Result ID: 6a1d4d17fbc373592c16bd71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"leave-one-domain-out"}. This record does not assert independent reproduction.

### FGR

Accuracy: 63.19. Result ID: 6a1d4d17fbc373592c16bd75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"leave-one-domain-out"}. This record does not assert independent reproduction.

### DFL

Accuracy: 63.06. Result ID: 6a1d4d17fbc373592c16bd73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea45624.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"leave-one-domain-out"}. This record does not assert independent reproduction.

### BSCE-GRA

Accuracy: 61.81. Result ID: 6a1d4d17fbc373592c16bd74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77bd1e209131cea750a1.md>)

[Implementation](<https://github.com/Jinxu-Lin/BSCE-GRA>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"leave-one-domain-out"}. This record does not assert independent reproduction.

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