# Image Classification on CelebA (Resource Usage)

Source: [Image Classification on CelebA (Resource Usage)](<https://www.sota2.com/research/sota/image-classification-on-celeba-resource-usage>)

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

Data updated: 2026-04-14T08:11:48.959Z

Evaluation of resource utilization, specifically Training Time and Peak GPU Memory, for Image Classification models trained on the CelebA dataset.

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) | CelebA |
| Metric | Training Time |
| Unit | TIME |
| Direction | Lower 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

- [Training Time](<https://www.sota2.com/research/sota/image-classification-on-celeba-resource-usage.md?metric=Training%20Time>): Lower is better; unit: TIME.

- [Peak GPU Memory](<https://www.sota2.com/research/sota/image-classification-on-celeba-resource-usage.md?metric=Peak%20GPU%20Memory>): Lower is better; unit: SIZE.

## Recorded results

| Method | Training Time | Result date | Report paper |
| --- | --- | --- | --- |
| CBM+SC | 1 | Not recorded | 68fa79361e209131cea7ca95 |
| CREAM | 1 | Not recorded | 68fa79361e209131cea7ca95 |
| CREAM | 1 | Not recorded | 68fa79361e209131cea7ca95 |
| CGM | 2.21 | Not recorded | 68fa79361e209131cea7ca95 |
| CGM | 2.23 | Not recorded | 68fa79361e209131cea7ca95 |
| C2BM | 2.85 | Not recorded | 68fa79361e209131cea7ca95 |
| ACBM | 3.27 | Not recorded | 68fa79361e209131cea7ca95 |
| SCBM | 3.27 | Not recorded | 68fa79361e209131cea7ca95 |

### CBM+SC

Training Time: 1. Result ID: 69ddf6c247f34ce924c54a30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

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

### CREAM

Training Time: 1. Result ID: 69ddf6c247f34ce924c54a33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

Recorded evaluation configuration: {"side\_channel":"false"}. This record does not assert independent reproduction.

### CREAM

Training Time: 1. Result ID: 69ddf6c247f34ce924c54a37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

Recorded evaluation configuration: {"side\_channel":"true"}. This record does not assert independent reproduction.

### CGM

Training Time: 2.21. Result ID: 69ddf6c247f34ce924c54a34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bbf.md>)

Recorded evaluation configuration: {"variant":"CD","execution":"CPU"}. This record does not assert independent reproduction.

### CGM

Training Time: 2.23. Result ID: 69ddf6c247f34ce924c54a35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bbf.md>)

Recorded evaluation configuration: {"variant":"prior","execution":"CPU"}. This record does not assert independent reproduction.

### C2BM

Training Time: 2.85. Result ID: 69ddf6c247f34ce924c54a36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790a1e209131cea7bd52.md>)

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

### ACBM

Training Time: 3.27. Result ID: 69ddf6c247f34ce924c54a31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

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

### SCBM

Training Time: 3.27. Result ID: 69ddf6c247f34ce924c54a32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79361e209131cea7ca95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75401e209131cea66d61.md>)

[Implementation](<https://github.com/mvandenhi/SCBM>)

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

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