# Image Classification on ImageNet-100 (100-20 split)

Source: [Image Classification on ImageNet-100 (100-20 split)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-100-20-split>)

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

Data updated: 2026-02-26T05:29:52.087Z

Evaluation of Image Classification performance on the specific 100-20 split configuration of the ImageNet-100 dataset.

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 (100-20 split) |
| Metric | Accuracy |
| 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

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

- [H Score](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-100-20-split.md?metric=H%20Score>): Higher is better; unit: SCALAR.

- [F1 Score](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-100-20-split.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Pre-train | 68 | Not recorded | 68fa74251e209131cea5ff6b |
| L2\* | 64.9 | Not recorded | 68fa74251e209131cea5ff6b |
| EWC\* | 64.9 | Not recorded | 68fa74251e209131cea5ff6b |
| MAS\* | 64.9 | Not recorded | 68fa74251e209131cea5ff6b |
| GS-LORA | 63 | Not recorded | 68fa74251e209131cea5ff6b |
| Retrain | 13.6 | Not recorded | 68fa74251e209131cea5ff6b |

### Pre-train

Accuracy: 68. Result ID: 699332893a6c314849145dcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

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

### L2\*

Accuracy: 64.9. Result ID: 699332893a6c314849145dd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

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

### EWC\*

Accuracy: 64.9. Result ID: 699332893a6c314849145dd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

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

### MAS\*

Accuracy: 64.9. Result ID: 699332893a6c314849145dd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073fa.md>)

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

### GS-LORA

Accuracy: 63. Result ID: 699332893a6c314849145dd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Implementation](<https://github.com/bjzhb666/GS-LoRA>)

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

### Retrain

Accuracy: 13.6. Result ID: 699332893a6c314849145dd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

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

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