# Image Classification on ImageNet (val) (P@1 and R@5)

Source: [Image Classification on ImageNet (val) (P@1 and R@5)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-p-at-1-and-r-at-5>)

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

Data updated: 2026-02-26T05:54:44.522Z

Evaluation of Image Classification performance on the validation split of the ImageNet dataset, specifically reporting Precision@1 (P@1) and Recall@5 (R@5).

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 | Image Classification |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | P@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [P@1](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-p-at-1-and-r-at-5.md?metric=P%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-p-at-1-and-r-at-5.md?metric=R%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | P@1 | Result date | Report paper |
| --- | --- | --- | --- |
| FRN layer | 77.21 | Not recorded | 68fa67551e209131cea158d9 |
| Batchnorm | 76.21 | Not recorded | 68fa67551e209131cea158d9 |
| BatchRenorm | 75.85 | Not recorded | 68fa67551e209131cea158d9 |
| Groupnorm | 75.67 | Not recorded | 68fa67551e209131cea158d9 |
| Layernorm | 72.75 | Not recorded | 68fa67551e209131cea158d9 |
| Instancenorm | 71.63 | Not recorded | 68fa67551e209131cea158d9 |

### FRN layer

P@1: 77.21. Result ID: 698d2c258b517eb4331f87cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

Recorded evaluation configuration: {"Backbone":"ResnetV2-50","Batch Size":"256"}. This record does not assert independent reproduction.

### Batchnorm

P@1: 76.21. Result ID: 698d2c258b517eb4331f87c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b71e209131ce9f5a8f.md>)

Recorded evaluation configuration: {"Backbone":"ResnetV2-50","Batch Size":"256"}. This record does not assert independent reproduction.

### BatchRenorm

P@1: 75.85. Result ID: 698d2c258b517eb4331f87c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa633a1e209131ce9fda27.md>)

Recorded evaluation configuration: {"Backbone":"ResnetV2-50","Batch Size":"256"}. This record does not assert independent reproduction.

### Groupnorm

P@1: 75.67. Result ID: 698d2c258b517eb4331f87c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64801e209131cea04ec2.md>)

[Implementation](<https://github.com/facebookresearch/Detectron/blob/master/projects/GN>)

Recorded evaluation configuration: {"Backbone":"ResnetV2-50","Batch Size":"256"}. This record does not assert independent reproduction.

### Layernorm

P@1: 72.75. Result ID: 698d2c258b517eb4331f87ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a61e209131ce9fa959.md>)

Recorded evaluation configuration: {"Backbone":"ResnetV2-50","Batch Size":"256"}. This record does not assert independent reproduction.

### Instancenorm

P@1: 71.63. Result ID: 698d2c258b517eb4331f87cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67551e209131cea158d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea00849.md>)

Recorded evaluation configuration: {"Backbone":"ResnetV2-50","Batch Size":"256"}. This record does not assert independent reproduction.

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