# Model Calibration on ImageNet (val)

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

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

Data updated: 2026-02-26T05:59:49.621Z

Evaluation of model calibration performance on the validation set of the standard ImageNet dataset, typically measured using metrics like 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 | Model Calibration |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | RMS Error |
| Unit | SCALAR |
| 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

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

## Recorded results

| Method | RMS Error | Result date | Report paper |
| --- | --- | --- | --- |
| PIXMIX | 8.1 | Not recorded | 68fa6c1d1e209131cea32540 |
| Mixup | 13 | Not recorded | 68fa6c1d1e209131cea32540 |
| CutMix | 29.3 | Not recorded | 68fa6c1d1e209131cea32540 |
| Cutout | 31.1 | Not recorded | 68fa6c1d1e209131cea32540 |
| Baseline | 31.2 | Not recorded | 68fa6c1d1e209131cea32540 |

### PIXMIX

RMS Error: 8.1. Result ID: 698edf24ffc3901de0a27b92.

[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: Not recorded. This record does not assert independent reproduction.

### Mixup

RMS Error: 13. Result ID: 698edf24ffc3901de0a27b90.

[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: Not recorded. This record does not assert independent reproduction.

### CutMix

RMS Error: 29.3. Result ID: 698edf24ffc3901de0a27b91.

[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: Not recorded. This record does not assert independent reproduction.

### Cutout

RMS Error: 31.1. Result ID: 698edf24ffc3901de0a27b8f.

[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: Not recorded. This record does not assert independent reproduction.

### Baseline

RMS Error: 31.2. Result ID: 698edf24ffc3901de0a27b8e.

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

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

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