# Image Classification on ImageNet 100% labels 1.0

Source: [Image Classification on ImageNet 100% labels 1.0](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-percent-labels-1-0>)

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

Data updated: 2026-02-26T06:06:59.108Z

Evaluation of Image Classification performance on the full 100% labeled set of ImageNet version 1.0, typically measured using Top-1 and Top-5 accuracy.

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 100% labels 1.0 |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-percent-labels-1-0.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-percent-labels-1-0.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SMoG | 80.2 | Not recorded | 68fa6d021e209131cea37431 |
| SMoG | 78.3 | Not recorded | 68fa6d021e209131cea37431 |
| Supervised | 77.8 | Not recorded | 68fa6d021e209131cea37431 |
| BYOL | 77.7 | Not recorded | 68fa6d021e209131cea37431 |
| SSL-HSIC | 77.2 | Not recorded | 68fa6d021e209131cea37431 |
| Supervised | 76.1 | Not recorded | 68fa6d021e209131cea37431 |
| SimCLR | 76 | Not recorded | 68fa6d021e209131cea37431 |

### SMoG

Top-1 Accuracy: 80.2. Result ID: 698f77fa3a6c314849f8d8e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x2"}. This record does not assert independent reproduction.

### SMoG

Top-1 Accuracy: 78.3. Result ID: 698f77fa3a6c314849f8d8df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x1"}. This record does not assert independent reproduction.

### Supervised

Top-1 Accuracy: 77.8. Result ID: 698f77fa3a6c314849f8d8e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x2"}. This record does not assert independent reproduction.

### BYOL

Top-1 Accuracy: 77.7. Result ID: 698f77fa3a6c314849f8d8dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x1"}. This record does not assert independent reproduction.

### SSL-HSIC

Top-1 Accuracy: 77.2. Result ID: 698f77fa3a6c314849f8d8de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2df50.md>)

[Implementation](<https://github.com/deepmind/ssl_hsic>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x1"}. This record does not assert independent reproduction.

### Supervised

Top-1 Accuracy: 76.1. Result ID: 698f77fa3a6c314849f8d8db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x1"}. This record does not assert independent reproduction.

### SimCLR

Top-1 Accuracy: 76. Result ID: 698f77fa3a6c314849f8d8dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea37431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Backbone":"resnet-50 x1"}. This record does not assert independent reproduction.

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