# Continual Test-Time Adaptation on ImageNet-C

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

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

Data updated: 2026-05-15T07:34:59.676Z

Evaluation of model performance using Continual Test-Time Adaptation techniques applied to the ImageNet-C corruption dataset.

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) | ImageNet-C |
| 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-imagenet-c.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| RMEMSAFE + ASR | 57.66 | Not recorded | 6a06a899dbc836b87d82a05e |
| ROID + ASR | 58.13 | Not recorded | 6a06a899dbc836b87d82a05e |
| ROID | 61.45 | Not recorded | 6a06a899dbc836b87d82a05e |
| ROID + RDumb | 62.27 | Not recorded | 6a06a899dbc836b87d82a05e |
| RMEMSAFE, no ASR | 62.3 | Not recorded | 6a06a899dbc836b87d82a05e |
| EATA + ASR | 63.11 | Not recorded | 6a06a899dbc836b87d82a05e |
| ETA + ASR | 65.3 | Not recorded | 6a06a899dbc836b87d82a05e |
| Source | 96.42 | Not recorded | 6a06a899dbc836b87d82a05e |

### RMEMSAFE + ASR

Error Rate: 57.66. Result ID: 6a06cc9b47f34ce924ee1060.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### ROID + ASR

Error Rate: 58.13. Result ID: 6a06cc9b47f34ce924ee105e.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e112d603e6de3e40833.md>)

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### ROID

Error Rate: 61.45. Result ID: 6a06cc9b47f34ce924ee105a.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb6f.md>)

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### ROID + RDumb

Error Rate: 62.27. Result ID: 6a06cc9b47f34ce924ee105b.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea582d5.md>)

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### RMEMSAFE, no ASR

Error Rate: 62.3. Result ID: 6a06cc9b47f34ce924ee105f.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### EATA + ASR

Error Rate: 63.11. Result ID: 6a06cc9b47f34ce924ee105d.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

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

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### ETA + ASR

Error Rate: 65.3. Result ID: 6a06cc9b47f34ce924ee105c.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

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

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

### Source

Error Rate: 96.42. Result ID: 6a06cc9b47f34ce924ee1059.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a899dbc836b87d82a05e.md>)

Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction.

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