# Image Classification on STL-10 (High-budget regime, cycles 14-20)

Source: [Image Classification on STL-10 (High-budget regime, cycles 14-20)](<https://www.sota2.com/research/sota/image-classification-on-stl-10-high-budget-regime-cycles-14-20>)

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

Data updated: 2026-03-16T10:49:01.569Z

Evaluation of Image Classification performance on the STL-10 dataset under the specific experimental conditions of the High-budget regime, cycles 14-20, reporting AULC.

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) | STL-10 High-budget regime, cycles 14-20 |
| Metric | AULC |
| 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

- [AULC](<https://www.sota2.com/research/sota/image-classification-on-stl-10-high-budget-regime-cycles-14-20.md?metric=AULC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AULC | Result date | Report paper |
| --- | --- | --- | --- |
| BoSS | 99 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| BAIT | 98.9 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| Margin | 98.8 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| BADGE | 98.7 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| AlfaMix | 98.7 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| DropQuery | 98.6 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| CoreSets | 97.7 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| TypiClust | 97.1 | Not recorded | 69b78ea50636e5bf4afbdd22 |
| Random | 95.9 | Not recorded | 69b78ea50636e5bf4afbdd22 |

### BoSS

AULC: 99. Result ID: 69b7e01447f34ce924a05794.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### BAIT

AULC: 98.9. Result ID: 69b7e01447f34ce924a05792.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a11e209131cea62c7e.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### Margin

AULC: 98.8. Result ID: 69b7e01447f34ce924a0578d.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### BADGE

AULC: 98.7. Result ID: 69b7e01447f34ce924a0578f.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67171e209131cea140df.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### AlfaMix

AULC: 98.7. Result ID: 69b7e01447f34ce924a05793.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31952.md>)

[Implementation](<https://github.com/aminparvaneh/alpha_mix_active_learning>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### DropQuery

AULC: 98.6. Result ID: 69b7e01447f34ce924a05791.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9c1.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### CoreSets

AULC: 97.7. Result ID: 69b7e01447f34ce924a0578e.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa646b1e209131cea049c5.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### TypiClust

AULC: 97.1. Result ID: 69b7e01447f34ce924a05790.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa719e1e209131cea521e8.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

### Random

AULC: 95.9. Result ID: 69b7e01447f34ce924a0578c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78ea50636e5bf4afbdd22.md>)

Recorded evaluation configuration: {"Backbone":"DINOv2-ViT-S/14","Input Features":"DINOv2","Budget Regime":"High (cycles 14-20)"}. This record does not assert independent reproduction.

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