# Image Classification on CUB (Training Time and Peak GPU Memory)

Source: [Image Classification on CUB (Training Time and Peak GPU Memory)](<https://www.sota2.com/research/sota/image-classification-on-cub-training-time-and-peak-gpu-memory>)

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

Data updated: 2026-04-14T08:11:48.935Z

Evaluation of Image Classification performance on the CUB dataset, specifically reporting resource utilization metrics such as training time and peak GPU memory usage.

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

- [Training Time](<https://www.sota2.com/research/sota/image-classification-on-cub-training-time-and-peak-gpu-memory.md?metric=Training%20Time>): Lower is better; unit: TIME.

- [Peak GPU Memory](<https://www.sota2.com/research/sota/image-classification-on-cub-training-time-and-peak-gpu-memory.md?metric=Peak%20GPU%20Memory>): Lower is better; unit: SIZE.

## Recorded results

| Method | Training Time | Result date | Report paper |
| --- | --- | --- | --- |
| CBM+SC | 1.02 | Not recorded | 68fa79361e209131cea7ca95 |
| CREAM | 2.38 | Not recorded | 68fa79361e209131cea7ca95 |
| CREAM | 2.46 | Not recorded | 68fa79361e209131cea7ca95 |
| SCBM | 9.21 | Not recorded | 68fa79361e209131cea7ca95 |
| ACBM | 14.13 | Not recorded | 68fa79361e209131cea7ca95 |

### CBM+SC

Training Time: 1.02. Result ID: 69ddf6c247f34ce924c54a2b.

[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: 2.38. Result ID: 69ddf6c247f34ce924c54a2e.

[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: 2.46. Result ID: 69ddf6c247f34ce924c54a2f.

[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.

### SCBM

Training Time: 9.21. Result ID: 69ddf6c247f34ce924c54a2d.

[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.

### ACBM

Training Time: 14.13. Result ID: 69ddf6c247f34ce924c54a2c.

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

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

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