# Consistency on ImageNet-P

Source: [Consistency on ImageNet-P](<https://www.sota2.com/research/sota/consistency-on-imagenet-p>)

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

Data updated: 2026-02-26T06:10:08.756Z

Evaluation of model consistency on the ImageNet-P dataset, typically reporting metrics such as mFR and mT5D.

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 | Consistency |
| Dataset (including any stated split) | ImageNet-P |
| Metric | mFR |
| Unit | PERCENT |
| Direction | Higher 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

- [mFR](<https://www.sota2.com/research/sota/consistency-on-imagenet-p.md?metric=mFR>): Higher is better; unit: PERCENT.

- [mT5D](<https://www.sota2.com/research/sota/consistency-on-imagenet-p.md?metric=mT5D>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mFR | Result date | Report paper |
| --- | --- | --- | --- |
| CutMix | 60.3 | Not recorded | 68fa6c1d1e209131cea32540 |
| Baseline | 58 | Not recorded | 68fa6c1d1e209131cea32540 |
| Cutout | 57.9 | Not recorded | 68fa6c1d1e209131cea32540 |
| SIN | 54.4 | Not recorded | 68fa6c1d1e209131cea32540 |
| Mixup | 54.3 | Not recorded | 68fa6c1d1e209131cea32540 |
| AutoAugment | 54.2 | Not recorded | 68fa6c1d1e209131cea32540 |
| AugMix | 52.7 | Not recorded | 68fa6c1d1e209131cea32540 |
| PIXMIX | 51.1 | Not recorded | 68fa6c1d1e209131cea32540 |

### CutMix

mFR: 60.3. Result ID: 698edf24ffc3901de0a27b02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f1ce.md>)

[Implementation](<https://github.com/clovaai/CutMix-PyTorch>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Baseline

mFR: 58. Result ID: 698edf24ffc3901de0a27aff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Cutout

mFR: 57.9. Result ID: 698edf24ffc3901de0a27b00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d61e209131cea01202.md>)

[Implementation](<https://github.com/uoguelph-mlrg/Cutout>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SIN

mFR: 54.4. Result ID: 698edf24ffc3901de0a27b05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f3a1e209131ce9e8680.md>)

[Implementation](<https://github.com/rgeirhos/texture-vs-shape>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Mixup

mFR: 54.3. Result ID: 698edf24ffc3901de0a27b01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AutoAugment

mFR: 54.2. Result ID: 698edf24ffc3901de0a27b03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b94a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### AugMix

mFR: 52.7. Result ID: 698edf24ffc3901de0a27b04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d07e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### PIXMIX

mFR: 51.1. Result ID: 698edf24ffc3901de0a27b06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32540.md>)

[Implementation](<https://github.com/andyzoujm/pixmix>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","k":4,"beta":4}. This record does not assert independent reproduction.

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