# Continual Test-Time Adaptation on CIFAR10-C (test)

Source: [Continual Test-Time Adaptation on CIFAR10-C (test)](<https://www.sota2.com/research/sota/continual-test-time-adaptation-on-cifar10-c-test>)

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

Data updated: 2026-03-24T16:47:05.278Z

Evaluation of Continual Test-Time Adaptation performance on the test split of the CIFAR-10-C corruption dataset, measured by Error rate.

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 | Continual Test-Time Adaptation |
| Dataset (including any stated split) | CIFAR10-C (test) |
| Metric | Error Rate |
| Unit | PERCENT |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/continual-test-time-adaptation-on-cifar10-c-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| GOLD | 14.15 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| CoTTA | 16.21 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| BeCoTTA | 16.28 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| SANTA | 16.29 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| RMT | 16.73 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| ViDA | 17.24 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| EATA | 17.84 | Not recorded | 69c21ace0636e5bf4afc4c70 |
| SAR | 20.31 | Not recorded | 69c21ace0636e5bf4afc4c70 |

### GOLD

Error Rate: 14.15. Result ID: 69c2bff147f34ce924ac5615.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### CoTTA

Error Rate: 16.21. Result ID: 69c2bff147f34ce924ac560e.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32283.md>)

[Implementation](<https://qin.ee/cotta>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### BeCoTTA

Error Rate: 16.28. Result ID: 69c2bff147f34ce924ac5610.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73661e209131cea5c34d.md>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### SANTA

Error Rate: 16.29. Result ID: 69c2bff147f34ce924ac5611.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f121e209131cea43afc.md>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### RMT

Error Rate: 16.73. Result ID: 69c2bff147f34ce924ac560f.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42458.md>)

[Implementation](<https://github.com/mariodoebler/test-time-adaptation>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### ViDA

Error Rate: 17.24. Result ID: 69c2bff147f34ce924ac5614.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b41e209131cea580c0.md>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### EATA

Error Rate: 17.84. Result ID: 69c2bff147f34ce924ac5612.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca11e209131cea35123.md>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

### SAR

Error Rate: 20.31. Result ID: 69c2bff147f34ce924ac5613.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ace0636e5bf4afc4c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

Recorded evaluation configuration: {"Number of adaptation rounds":"10"}. This record does not assert independent reproduction.

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