# Image Classification on CIFAR10 (ACC, NLL, ECE)

Source: [Image Classification on CIFAR10 (ACC, NLL, ECE)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-acc-nll-ece>)

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

Data updated: 2026-02-26T05:53:13.680Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, specifically reporting Accuracy (ACC), Negative Log-Likelihood (NLL), and 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 | Image classification |
| Dataset (including any stated split) | CIFAR10 |
| Metric | NLL |
| 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

- [NLL](<https://www.sota2.com/research/sota/image-classification-on-cifar10-acc-nll-ece.md?metric=NLL>): Lower is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-acc-nll-ece.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/image-classification-on-cifar10-acc-nll-ece.md?metric=ECE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NLL | Result date | Report paper |
| --- | --- | --- | --- |
| SWAG | 0.33 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| ELRG | 0.382 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| VD | 0.451 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| VSD | 0.464 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| D.E | 0.488 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| MCD | 0.534 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| MAP | 0.644 | Not recorded | 68fa6b2c1e209131cea2c8a5 |
| BBB | 0.697 | Not recorded | 68fa6b2c1e209131cea2c8a5 |

### SWAG

NLL: 0.33. Result ID: 698e65ceffc3901de09d3f2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130c6.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### ELRG

NLL: 0.382. Result ID: 698e65ceffc3901de09d3f2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### VD

NLL: 0.451. Result ID: 698e65ceffc3901de09d3f2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622f1e209131ce9f808e.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### VSD

NLL: 0.464. Result ID: 698e65ceffc3901de09d3f2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### D.E

NLL: 0.488. Result ID: 698e65ceffc3901de09d3f2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea0084f.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### MCD

NLL: 0.534. Result ID: 698e65ceffc3901de09d3f29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### MAP

NLL: 0.644. Result ID: 698e65ceffc3901de09d3f27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

### BBB

NLL: 0.697. Result ID: 698e65ceffc3901de09d3f28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a5.md>)

Recorded evaluation configuration: {"Architecture":"ResNet18"}. This record does not assert independent reproduction.

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