# Inference on ImageNet 1K

Source: [Inference on ImageNet 1K](<https://www.sota2.com/research/sota/inference-on-imagenet-1k>)

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

Data updated: 2026-03-26T13:17:17.127Z

Evaluation of model performance on the ImageNet 1K dataset using inference-related metrics such as RMSE and RelAcc.

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 | Inference |
| Dataset (including any stated split) | ImageNet 1K |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/inference-on-imagenet-1k.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [RelAcc](<https://www.sota2.com/research/sota/inference-on-imagenet-1k.md?metric=RelAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| LeTCC | 0.62 | Not recorded | 68fa5c881e209131ce9d1e44 |
| BACC | 0.68 | Not recorded | 68fa5c881e209131ce9d1e44 |

### LeTCC

RMSE: 0.62. Result ID: 69c530ee47f34ce924aeafae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c881e209131ce9d1e44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c881e209131ce9d1e44.md>)

Recorded evaluation configuration: {"Backbone":"ViT","N":"20","K":"8","\|F\|":"3"}. This record does not assert independent reproduction.

### BACC

RMSE: 0.68. Result ID: 69c530ee47f34ce924aeafad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c881e209131ce9d1e44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a01e209131ce9afbc9.md>)

Recorded evaluation configuration: {"Backbone":"ViT","N":"20","K":"8","\|F\|":"3"}. This record does not assert independent reproduction.

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