# Image Classification on CIFAR-100 (Calibration Evaluation)

Source: [Image Classification on CIFAR-100 (Calibration Evaluation)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-calibration-evaluation>)

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

Data updated: 2026-03-10T11:15:59.915Z

Evaluation of standard Image Classification performance on CIFAR-100, focusing on model calibration metrics including Expected Calibration Error (ECE), Negative Log Likelihood (NLL), Brier Score, and Entropy.

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) | CIFAR-100 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-calibration-evaluation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-calibration-evaluation.md?metric=ECE>): Lower is better; unit: SCALAR.

- [NLL](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-calibration-evaluation.md?metric=NLL>): Lower is better; unit: SCALAR.

- [Brier Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-calibration-evaluation.md?metric=Brier%20Score>): Lower is better; unit: SCALAR.

- [Entropy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-calibration-evaluation.md?metric=Entropy>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline + LS | 85.2 | Not recorded | 69afa5912d603e6de3e43b78 |
| Baseline + Focal | 85 | Not recorded | 69afa5912d603e6de3e43b78 |
| Baseline | 84.9 | Not recorded | 69afa5912d603e6de3e43b78 |
| Baseline + TS | 84.9 | Not recorded | 69afa5912d603e6de3e43b78 |
| Baseline + SRC | 84.8 | Not recorded | 69afa5912d603e6de3e43b78 |
| Baseline + SRC + TS | 84.8 | Not recorded | 69afa5912d603e6de3e43b78 |

### Baseline + LS

Accuracy: 85.2. Result ID: 69affd606dbb7075b9595adb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea180d7.md>)

Recorded evaluation configuration: {"Architecture":"ResNet 152"}. This record does not assert independent reproduction.

### Baseline + Focal

Accuracy: 85. Result ID: 69affd606dbb7075b9595adc.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d496.md>)

Recorded evaluation configuration: {"Architecture":"ResNet 152"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 84.9. Result ID: 69affd606dbb7075b9595ad7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

Recorded evaluation configuration: {"Architecture":"ResNet 152"}. This record does not assert independent reproduction.

### Baseline + TS

Accuracy: 84.9. Result ID: 69affd606dbb7075b9595ad9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638b1e209131ce9ff6d1.md>)

Recorded evaluation configuration: {"Architecture":"ResNet 152"}. This record does not assert independent reproduction.

### Baseline + SRC

Accuracy: 84.8. Result ID: 69affd606dbb7075b9595ad8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

Recorded evaluation configuration: {"Architecture":"ResNet 152"}. This record does not assert independent reproduction.

### Baseline + SRC + TS

Accuracy: 84.8. Result ID: 69affd606dbb7075b9595ada.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b78.md>)

Recorded evaluation configuration: {"Architecture":"ResNet 152"}. This record does not assert independent reproduction.

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