# Calibration on ImageNet Clean

Source: [Calibration on ImageNet Clean](<https://www.sota2.com/research/sota/calibration-on-imagenet-clean>)

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

Data updated: 2026-02-26T05:59:49.575Z

Evaluation of model calibration performance on the ImageNet Clean dataset, typically measured using Root Mean Square (RMS) error.

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 | Calibration |
| Dataset (including any stated split) | ImageNet Clean |
| Metric | RMS Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [RMS Error](<https://www.sota2.com/research/sota/calibration-on-imagenet-clean.md?metric=RMS%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMS Error | Result date | Report paper |
| --- | --- | --- | --- |
| AutoAugment | 3.6 | Not recorded | 68fa6c1d1e209131cea32540 |
| PIXMIX | 3.6 | Not recorded | 68fa6c1d1e209131cea32540 |
| Cutout | 3.8 | Not recorded | 68fa6c1d1e209131cea32540 |
| SIN | 4.2 | Not recorded | 68fa6c1d1e209131cea32540 |
| AugMix | 4.5 | Not recorded | 68fa6c1d1e209131cea32540 |
| Baseline | 5.6 | Not recorded | 68fa6c1d1e209131cea32540 |
| Mixup | 5.8 | Not recorded | 68fa6c1d1e209131cea32540 |
| CutMix | 6.2 | Not recorded | 68fa6c1d1e209131cea32540 |

### AutoAugment

RMS Error: 3.6. Result ID: 698edf24ffc3901de0a27b0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b94a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### PIXMIX

RMS Error: 3.6. Result ID: 698edf24ffc3901de0a27b0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Implementation](<https://github.com/andyzoujm/pixmix>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","k":4,"beta":4}. This record does not assert independent reproduction.

### Cutout

RMS Error: 3.8. Result ID: 698edf24ffc3901de0a27b08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d61e209131cea01202.md>)

[Implementation](<https://github.com/uoguelph-mlrg/Cutout>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SIN

RMS Error: 4.2. Result ID: 698edf24ffc3901de0a27b0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f3a1e209131ce9e8680.md>)

[Implementation](<https://github.com/rgeirhos/texture-vs-shape>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AugMix

RMS Error: 4.5. Result ID: 698edf24ffc3901de0a27b0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d07e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Baseline

RMS Error: 5.6. Result ID: 698edf24ffc3901de0a27b07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Mixup

RMS Error: 5.8. Result ID: 698edf24ffc3901de0a27b09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### CutMix

RMS Error: 6.2. Result ID: 698edf24ffc3901de0a27b0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f1ce.md>)

[Implementation](<https://github.com/clovaai/CutMix-PyTorch>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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