# Image Classification on ImageNet (Inference Time)

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

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

Data updated: 2026-07-07T10:34:11.800Z

Evaluation of Image Classification performance on the standard ImageNet dataset, focusing specifically on inference time (latency).

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) | ImageNet |
| 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-imagenet-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 | 27.38 | Not recorded | 6a4c881f85dba69fef8b2909 |
| AMRM-PureMAE | 31.51 | Not recorded | 6a4c881f85dba69fef8b2909 |
| RAMRM-PureMaskDiT | 62.52 | Not recorded | 6a4c881f85dba69fef8b2909 |
| AMRM-PureMaskDiT | 79.27 | Not recorded | 6a4c881f85dba69fef8b2909 |
| Diffpure | 81.54 | Not recorded | 6a4c881f85dba69fef8b2909 |

### RAMRM-PureMAE

Inference Time (s): 27.38. Result ID: 6a4cd60f60b88bb339caaef0.

[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-PureMAE

Inference Time (s): 31.51. Result ID: 6a4cd60f60b88bb339caaeee.

[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): 62.52. Result ID: 6a4cd60f60b88bb339caaef1.

[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): 79.27. Result ID: 6a4cd60f60b88bb339caaeef.

[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): 81.54. Result ID: 6a4cd60f60b88bb339caaeed.

[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.

Page 1 of 1. This is an index page, not the full collection.