# Classification on ImageNet-16H noise level 95

Source: [Classification on ImageNet-16H noise level 95](<https://www.sota2.com/research/sota/classification-on-imagenet-16h-noise-level-95>)

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

Data updated: 2026-02-26T05:42:15.920Z

Evaluation of model classification performance on the ImageNet-16H dataset configured with Noise Level 95, typically reporting 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 | Classification |
| Dataset (including any stated split) | ImageNet-16H noise level 95 |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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/classification-on-imagenet-16h-noise-level-95.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| P+L | 9.67 | Not recorded | 68fa6af21e209131cea2b4a5 |
| L+L | 9.93 | Not recorded | 68fa6af21e209131cea2b4a5 |
| P+L | 10.05 | Not recorded | 68fa6af21e209131cea2b4a5 |
| P+L | 10.23 | Not recorded | 68fa6af21e209131cea2b4a5 |
| P+L | 10.66 | Not recorded | 68fa6af21e209131cea2b4a5 |
| Human | 14.07 | Not recorded | 68fa6af21e209131cea2b4a5 |
| GoogLeNet | 17.22 | Not recorded | 68fa6af21e209131cea2b4a5 |

### P+L

Error Rate: 9.67. Result ID: 698e45a5ffc3901de09c365e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Implementation](<https://github.com/GavinKerrigan/conf_matrix_and_calibration>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet","Calibration":"MAP TS"}. This record does not assert independent reproduction.

### L+L

Error Rate: 9.93. Result ID: 698e45a5ffc3901de09c365c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction.

### P+L

Error Rate: 10.05. Result ID: 698e45a5ffc3901de09c3660.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Implementation](<https://github.com/GavinKerrigan/conf_matrix_and_calibration>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet","Calibration":"IMax Binning"}. This record does not assert independent reproduction.

### P+L

Error Rate: 10.23. Result ID: 698e45a5ffc3901de09c365f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Implementation](<https://github.com/GavinKerrigan/conf_matrix_and_calibration>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet","Calibration":"Ensemble TS"}. This record does not assert independent reproduction.

### P+L

Error Rate: 10.66. Result ID: 698e45a5ffc3901de09c365d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Implementation](<https://github.com/GavinKerrigan/conf_matrix_and_calibration>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

### Human

Error Rate: 14.07. Result ID: 698e45a5ffc3901de09c365a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GoogLeNet

Error Rate: 17.22. Result ID: 698e45a5ffc3901de09c365b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6af21e209131cea2b4a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61801e209131ce9f4ab4.md>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction.

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