# Image Classification on CIFAR-10 (Inference Time)

Source: [Image Classification on CIFAR-10 (Inference Time)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-inference-time>)

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

Data updated: 2026-07-07T10:34:11.784Z

Evaluation of Image Classification models on CIFAR-10, focusing specifically on model inference speed, reporting latency in seconds.

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) | CIFAR-10 |
| Metric | Inference Time (s) |
| 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

- [Inference Time (s)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-inference-time.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Inference Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| RAMRM-PureMAE | 11.77 | Not recorded | 6a4c881f85dba69fef8b2909 |
| Diffpure | 12.39 | Not recorded | 6a4c881f85dba69fef8b2909 |
| AMRM-PureMAE | 18.25 | Not recorded | 6a4c881f85dba69fef8b2909 |
| RAMRM-PureMaskDiT | 29.73 | Not recorded | 6a4c881f85dba69fef8b2909 |
| AMRM-PureMaskDiT | 32.85 | Not recorded | 6a4c881f85dba69fef8b2909 |

### RAMRM-PureMAE

Inference Time (s): 11.77. Result ID: 6a4cd60f60b88bb339caaeeb.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Batch size":"32","Hardware":"A40 GPU"}. This record does not assert independent reproduction.

### Diffpure

Inference Time (s): 12.39. Result ID: 6a4cd60f60b88bb339caaee8.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

Recorded evaluation configuration: {"Batch size":"32","Hardware":"A40 GPU"}. This record does not assert independent reproduction.

### AMRM-PureMAE

Inference Time (s): 18.25. Result ID: 6a4cd60f60b88bb339caaee9.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Batch size":"32","Hardware":"A40 GPU"}. This record does not assert independent reproduction.

### RAMRM-PureMaskDiT

Inference Time (s): 29.73. Result ID: 6a4cd60f60b88bb339caaeec.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Batch size":"32","Hardware":"A40 GPU"}. This record does not assert independent reproduction.

### AMRM-PureMaskDiT

Inference Time (s): 32.85. Result ID: 6a4cd60f60b88bb339caaeea.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881f85dba69fef8b2909.md>)

Recorded evaluation configuration: {"Batch size":"32","Hardware":"A40 GPU"}. This record does not assert independent reproduction.

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