# Image Classification on CIFAR-100 (Linear Accuracy)

Source: [Image Classification on CIFAR-100 (Linear Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-linear-accuracy>)

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

Data updated: 2026-02-26T05:48:37.122Z

Evaluation of Image Classification performance on the CIFAR-100 dataset, focusing on the Linear Accuracy metric.

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) | CIFAR-100 |
| Metric | Linear Accuracy |
| 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

- [Linear Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-linear-accuracy.md?metric=Linear%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Linear Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| US3L | 61.5 | Not recorded | 68fa6ec91e209131cea421dd |
| BYOL | 60.6 | Not recorded | 68fa6ec91e209131cea421dd |
| US3L | 56.9 | Not recorded | 68fa6ec91e209131cea421dd |
| BYOL | 52.8 | Not recorded | 68fa6ec91e209131cea421dd |
| US3L | 52.8 | Not recorded | 68fa6ec91e209131cea421dd |
| BYOL | 52 | Not recorded | 68fa6ec91e209131cea421dd |
| US3L | 49.9 | Not recorded | 68fa6ec91e209131cea421dd |
| BYOL | 46.2 | Not recorded | 68fa6ec91e209131cea421dd |

### US3L

Linear Accuracy: 61.5. Result ID: 69905a8d3a6c314849ffef4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Implementation](<https://github.com/megvii-research/US3L-CVPR2023>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"1.0x","Params":"22.56M","MACS":"4.11G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### BYOL

Linear Accuracy: 60.6. Result ID: 69905a8d3a6c314849ffef4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d001e209131cea37325.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"1.0x","Params":"22.56M","MACS":"4.11G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### US3L

Linear Accuracy: 56.9. Result ID: 69905a8d3a6c314849ffef51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Implementation](<https://github.com/megvii-research/US3L-CVPR2023>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"0.75x","Params":"14.77M","MACS":"2.34G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### BYOL

Linear Accuracy: 52.8. Result ID: 69905a8d3a6c314849ffef50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d001e209131cea37325.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"0.75x","Params":"14.77M","MACS":"2.34G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### US3L

Linear Accuracy: 52.8. Result ID: 69905a8d3a6c314849ffef53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Implementation](<https://github.com/megvii-research/US3L-CVPR2023>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"0.5x","Params":"6.92M","MACS":"1.06G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### BYOL

Linear Accuracy: 52. Result ID: 69905a8d3a6c314849ffef52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d001e209131cea37325.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"0.5x","Params":"6.92M","MACS":"1.06G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### US3L

Linear Accuracy: 49.9. Result ID: 69905a8d3a6c314849ffef55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Implementation](<https://github.com/megvii-research/US3L-CVPR2023>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"0.25x","Params":"1.99M","MACS":"0.28G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### BYOL

Linear Accuracy: 46.2. Result ID: 69905a8d3a6c314849ffef54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d001e209131cea37325.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Width":"0.25x","Params":"1.99M","MACS":"0.28G","Evaluation Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

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