# Image Classification on ImageNet-1K 1.0 (val) (Accuracy %)

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

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

Data updated: 2026-02-26T05:33:57.092Z

Evaluation of Image Classification performance on the ImageNet-1K validation set (v1.0), reporting standard Accuracy measured as a percentage.

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-1K 1.0 (val) |
| Metric | Accuracy (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Accuracy (%)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-1-0-val-accuracy-percent.md?metric=Accuracy%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Prototypical Curriculum | 83.31 | Not recorded | 68fa79281e209131cea7c4e7 |
| MAE | 83.08 | Not recorded | 68fa79281e209131cea7c4e7 |
| Hard-samples | 82.95 | Not recorded | 68fa79281e209131cea7c4e7 |
| Prototypical Curriculum | 68.84 | Not recorded | 68fa79281e209131cea7c4e7 |
| MAE | 64.25 | Not recorded | 68fa79281e209131cea7c4e7 |
| Hard-samples | 62.09 | Not recorded | 68fa79281e209131cea7c4e7 |
| Prototypical Curriculum | 47.4 | Not recorded | 68fa79281e209131cea7c4e7 |
| MAE | 28.73 | Not recorded | 68fa79281e209131cea7c4e7 |
| Hard-samples | 24.63 | Not recorded | 68fa79281e209131cea7c4e7 |

### Prototypical Curriculum

Accuracy (%): 83.31. Result ID: 6995c9d63badfaffe6cdd35a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

Recorded evaluation configuration: {"Curriculum":"Prototypical","Epochs":800,"Protocol":"FT","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE

Accuracy (%): 83.08. Result ID: 6995c9d63badfaffe6cdd354.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Curriculum":"None","Epochs":800,"Protocol":"FT","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Hard-samples

Accuracy (%): 82.95. Result ID: 6995c9d63badfaffe6cdd357.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44285.md>)

[Implementation](<https://github.com/rgeirhos/dataset-pruning-metrics>)

Recorded evaluation configuration: {"Curriculum":"Hard-samples","Epochs":800,"Protocol":"FT","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Prototypical Curriculum

Accuracy (%): 68.84. Result ID: 6995c9d63badfaffe6cdd359.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

Recorded evaluation configuration: {"Curriculum":"Prototypical","Epochs":800,"Protocol":"LP","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE

Accuracy (%): 64.25. Result ID: 6995c9d63badfaffe6cdd353.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Curriculum":"None","Epochs":800,"Protocol":"LP","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Hard-samples

Accuracy (%): 62.09. Result ID: 6995c9d63badfaffe6cdd356.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44285.md>)

[Implementation](<https://github.com/rgeirhos/dataset-pruning-metrics>)

Recorded evaluation configuration: {"Curriculum":"Hard-samples","Epochs":800,"Protocol":"LP","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Prototypical Curriculum

Accuracy (%): 47.4. Result ID: 6995c9d63badfaffe6cdd358.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

Recorded evaluation configuration: {"Curriculum":"Prototypical","Epochs":800,"Protocol":"NN","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE

Accuracy (%): 28.73. Result ID: 6995c9d63badfaffe6cdd352.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Curriculum":"None","Epochs":800,"Protocol":"NN","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Hard-samples

Accuracy (%): 24.63. Result ID: 6995c9d63badfaffe6cdd355.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44285.md>)

[Implementation](<https://github.com/rgeirhos/dataset-pruning-metrics>)

Recorded evaluation configuration: {"Curriculum":"Hard-samples","Epochs":800,"Protocol":"NN","Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

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