# Image Classification on CIFAR10 (Accuracy and Log Time)

Source: [Image Classification on CIFAR10 (Accuracy and Log Time)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-accuracy-and-log-time>)

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

Data updated: 2026-02-26T05:48:42.037Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting standard Accuracy alongside execution time metrics (Log Time).

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) | CIFAR10 |
| Metric | Log Time |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Log Time](<https://www.sota2.com/research/sota/image-classification-on-cifar10-accuracy-and-log-time.md?metric=Log%20Time>): Lower is better; unit: TIME.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-accuracy-and-log-time.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Log Time | Result date | Report paper |
| --- | --- | --- | --- |
| LA LowRank | 3.83 | Not recorded | 692e7317d6b0dd3342932757 |
| ESPRO | 3.93 | Not recorded | 692e7317d6b0dd3342932757 |
| SGLD | 4.17 | Not recorded | 692e7317d6b0dd3342932757 |
| SWAG | 4.2 | Not recorded | 692e7317d6b0dd3342932757 |
| MetricBNN | 4.22 | Not recorded | 692e7317d6b0dd3342932757 |
| LA GN | 4.79 | Not recorded | 692e7317d6b0dd3342932757 |
| Lin LA | 4.81 | Not recorded | 692e7317d6b0dd3342932757 |
| Riem LA | 5.31 | Not recorded | 692e7317d6b0dd3342932757 |
| ENSEMBLES | 5.35 | Not recorded | 692e7317d6b0dd3342932757 |
| Riem Lin LA | 5.5 | Not recorded | 692e7317d6b0dd3342932757 |

### LA LowRank

Log Time: 3.83. Result ID: 699996625698665ec40a4b2e.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31830.md>)

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

### ESPRO

Log Time: 3.93. Result ID: 699996625698665ec40a4b34.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b471e209131cea2d3e3.md>)

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

### SGLD

Log Time: 4.17. Result ID: 699996625698665ec40a4b33.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

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

### SWAG

Log Time: 4.2. Result ID: 699996625698665ec40a4b35.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130c6.md>)

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

### MetricBNN

Log Time: 4.22. Result ID: 699996625698665ec40a4b36.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

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

### LA GN

Log Time: 4.79. Result ID: 699996625698665ec40a4b2d.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31830.md>)

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

### Lin LA

Log Time: 4.81. Result ID: 699996625698665ec40a4b30.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69541e209131cea2192f.md>)

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

### Riem LA

Log Time: 5.31. Result ID: 699996625698665ec40a4b2f.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

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

### ENSEMBLES

Log Time: 5.35. Result ID: 699996625698665ec40a4b32.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea0084f.md>)

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

### Riem Lin LA

Log Time: 5.5. Result ID: 699996625698665ec40a4b31.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

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

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