# Classification on ImageNet Noise

Source: [Classification on ImageNet Noise](<https://www.sota2.com/research/sota/classification-on-imagenet-noise>)

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

Data updated: 2026-02-26T05:39:12.229Z

Evaluation of Classification performance on the ImageNet Noise dataset, tracking classification error, standard deviation, and average running time.

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 | Classification |
| Dataset (including any stated split) | ImageNet Noise |
| Metric | Classification Error |
| 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

- [Classification Error](<https://www.sota2.com/research/sota/classification-on-imagenet-noise.md?metric=Classification%20Error>): Lower is better; unit: SCALAR.

- [Standard Deviation](<https://www.sota2.com/research/sota/classification-on-imagenet-noise.md?metric=Standard%20Deviation>): Lower is better; unit: SCALAR.

- [Average Running Time](<https://www.sota2.com/research/sota/classification-on-imagenet-noise.md?metric=Average%20Running%20Time>): Lower is better; unit: TIME.

## Recorded results

| Method | Classification Error | Result date | Report paper |
| --- | --- | --- | --- |
| IMRC | 0.15 | Not recorded | 68fa70f11e209131cea4e357 |
| Condor | 0.16 | Not recorded | 68fa70f11e209131cea4e357 |
| MER | 0.17 | Not recorded | 68fa70f11e209131cea4e357 |
| GEM | 0.39 | Not recorded | 68fa70f11e209131cea4e357 |
| EWC | 0.47 | Not recorded | 68fa70f11e209131cea4e357 |
| ELLA | 0.48 | Not recorded | 68fa70f11e209131cea4e357 |
| DriftSurf | 0.48 | Not recorded | 68fa70f11e209131cea4e357 |
| AUE | 0.48 | Not recorded | 68fa70f11e209131cea4e357 |

### IMRC

Classification Error: 0.15. Result ID: 699166303a6c31484907e26b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

[Implementation](<https://github.com/MachineLearningBCAM/IMRCs-for-incremental-learning-NeurIPS-2023>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### Condor

Classification Error: 0.16. Result ID: 699166303a6c31484907e268.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67eb1e209131cea1922e.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### MER

Classification Error: 0.17. Result ID: 699166303a6c31484907e265.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c04b.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### GEM

Classification Error: 0.39. Result ID: 699166303a6c31484907e264.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d651e209131cea39738.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### EWC

Classification Error: 0.47. Result ID: 699166303a6c31484907e267.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### ELLA

Classification Error: 0.48. Result ID: 699166303a6c31484907e266.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### DriftSurf

Classification Error: 0.48. Result ID: 699166303a6c31484907e269.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

### AUE

Classification Error: 0.48. Result ID: 699166303a6c31484907e26a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e357.md>)

Recorded evaluation configuration: {"n (samples per task)":10}. This record does not assert independent reproduction.

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