# Model Calibration on ImageNet C R S

Source: [Model Calibration on ImageNet C R S](<https://www.sota2.com/research/sota/model-calibration-on-imagenet-c-r-s>)

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

Data updated: 2026-02-26T06:04:26.619Z

Evaluation of model calibration performance on the ImageNet C R S dataset, measured using Smoothed Expected Calibration Error (ECE).

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 C R S |
| Metric | Smoothed ECE |
| 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

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

## Recorded results

| Method | Smoothed ECE | Result date | Report paper |
| --- | --- | --- | --- |
| Reference Masking Regularization | 0.105 | Not recorded | 68fa73731e209131cea5c97b |
| Standard Training | 0.109 | Not recorded | 68fa73731e209131cea5c97b |
| Reference Masking Regularization | 0.117 | Not recorded | 68fa73731e209131cea5c97b |
| Reference Masking Regularization | 0.119 | Not recorded | 68fa73731e209131cea5c97b |
| Standard Training | 0.121 | Not recorded | 68fa73731e209131cea5c97b |
| Reference Masking Regularization | 0.124 | Not recorded | 68fa73731e209131cea5c97b |
| Standard Training | 0.126 | Not recorded | 68fa73731e209131cea5c97b |
| Standard Training | 0.132 | Not recorded | 68fa73731e209131cea5c97b |

### Reference Masking Regularization

Smoothed ECE: 0.105. Result ID: 6992ed033a6c3148491267b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"VITb16"}. This record does not assert independent reproduction.

### Standard Training

Smoothed ECE: 0.109. Result ID: 6992ed033a6c3148491267b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"VITb16"}. This record does not assert independent reproduction.

### Reference Masking Regularization

Smoothed ECE: 0.117. Result ID: 6992ed033a6c3148491267b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"SWINv2-T"}. This record does not assert independent reproduction.

### Reference Masking Regularization

Smoothed ECE: 0.119. Result ID: 6992ed033a6c3148491267b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"SWINV2-S"}. This record does not assert independent reproduction.

### Standard Training

Smoothed ECE: 0.121. Result ID: 6992ed033a6c3148491267b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"SWINv2-T"}. This record does not assert independent reproduction.

### Reference Masking Regularization

Smoothed ECE: 0.124. Result ID: 6992ed033a6c3148491267b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"SWINv2-B"}. This record does not assert independent reproduction.

### Standard Training

Smoothed ECE: 0.126. Result ID: 6992ed033a6c3148491267b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"SWINV2-S"}. This record does not assert independent reproduction.

### Standard Training

Smoothed ECE: 0.132. Result ID: 6992ed033a6c3148491267b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c97b.md>)

Recorded evaluation configuration: {"Model":"SWINv2-B"}. This record does not assert independent reproduction.

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