# Indiscriminate and Instant Attack on ImageNet-C (test)

Source: [Indiscriminate and Instant Attack on ImageNet-C (test)](<https://www.sota2.com/research/sota/indiscriminate-and-instant-attack-on-imagenet-c-test>)

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

Data updated: 2026-02-26T05:42:17.932Z

Evaluation of indiscriminate and instant adversarial attack effectiveness against models tested on the ImageNet-C corruption dataset (test split), reporting metrics such as 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 | Indiscriminate and Instant Attack |
| Dataset (including any stated split) | ImageNet-C (test) |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| 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/indiscriminate-and-instant-attack-on-imagenet-c-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SOTTA | 64.22 | Not recorded | 68fa72ad1e209131cea57d0a |
| SOTTA | 66.05 | Not recorded | 68fa72ad1e209131cea57d0a |
| TENT | 68.01 | Not recorded | 68fa72ad1e209131cea57d0a |
| ETA | 68.47 | Not recorded | 68fa72ad1e209131cea57d0a |
| mDIA | 69.24 | Not recorded | 68fa72ad1e209131cea57d0a |
| SAR | 69.54 | Not recorded | 68fa72ad1e209131cea57d0a |
| TeBN | 69.74 | Not recorded | 68fa72ad1e209131cea57d0a |
| SEMA | 70.22 | Not recorded | 68fa72ad1e209131cea57d0a |
| TENT | 72.82 | Not recorded | 68fa72ad1e209131cea57d0a |
| SEMA | 73.21 | Not recorded | 68fa72ad1e209131cea57d0a |
| ETA | 74.15 | Not recorded | 68fa72ad1e209131cea57d0a |
| mDIA | 77.28 | Not recorded | 68fa72ad1e209131cea57d0a |
| SAR | 77.74 | Not recorded | 68fa72ad1e209131cea57d0a |
| TeBN | 81.46 | Not recorded | 68fa72ad1e209131cea57d0a |

### SOTTA

Error Rate: 64.22. Result ID: 69924e813a6c3148490e0bcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### SOTTA

Error Rate: 66.05. Result ID: 69924e813a6c3148490e0bce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### TENT

Error Rate: 68.01. Result ID: 69924e813a6c3148490e0bc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### ETA

Error Rate: 68.47. Result ID: 69924e813a6c3148490e0bcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### mDIA

Error Rate: 69.24. Result ID: 69924e813a6c3148490e0bd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### SAR

Error Rate: 69.54. Result ID: 69924e813a6c3148490e0bcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### TeBN

Error Rate: 69.74. Result ID: 69924e813a6c3148490e0bc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### SEMA

Error Rate: 70.22. Result ID: 69924e813a6c3148490e0bd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"MedBN"}. This record does not assert independent reproduction.

### TENT

Error Rate: 72.82. Result ID: 69924e813a6c3148490e0bc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### SEMA

Error Rate: 73.21. Result ID: 69924e813a6c3148490e0bd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### ETA

Error Rate: 74.15. Result ID: 69924e813a6c3148490e0bca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### mDIA

Error Rate: 77.28. Result ID: 69924e813a6c3148490e0bd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### SAR

Error Rate: 77.74. Result ID: 69924e813a6c3148490e0bcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### TeBN

Error Rate: 81.46. Result ID: 69924e813a6c3148490e0bc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0a.md>)

[Implementation](<https://github.com/ml-postech/MedBN-robust-test-time-adaptation>)

Recorded evaluation configuration: {"B/m":"200/20","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

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