# Image Classification on CIFAR10 (Episodic Annotation Size)

Source: [Image Classification on CIFAR10 (Episodic Annotation Size)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-episodic-annotation-size>)

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

Data updated: 2026-02-26T05:36:22.598Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, focusing on metrics related to the size or structure of data sampling episodes, such as the average number of samples annotated per episode.

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 10 |
| Metric | Avg Samples per Episode |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Avg Samples per Episode](<https://www.sota2.com/research/sota/image-classification-on-cifar10-episodic-annotation-size.md?metric=Avg%20Samples%20per%20Episode>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Avg Samples per Episode | Result date | Report paper |
| --- | --- | --- | --- |
| CIL Baselines | 10000 | Not recorded | 6984246ea8b01e76cc8ee996 |
| AL Baselines | 2800 | Not recorded | 6984246ea8b01e76cc8ee996 |
| ACIL | 2417.2 | Not recorded | 6984246ea8b01e76cc8ee996 |

### CIL Baselines

Avg Samples per Episode: 10000. Result ID: 699747a65698665ec498c623.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ea8b01e76cc8ee996.md>)

Recorded evaluation configuration: {"Method Category":"CIL Baselines"}. This record does not assert independent reproduction.

### AL Baselines

Avg Samples per Episode: 2800. Result ID: 699747a65698665ec498c624.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ea8b01e76cc8ee996.md>)

Recorded evaluation configuration: {"Method Category":"AL Baselines"}. This record does not assert independent reproduction.

### ACIL

Avg Samples per Episode: 2417.2. Result ID: 699747a65698665ec498c625.

[Reporting paper](<https://www.sota2.com/research/paper/6984246ea8b01e76cc8ee996.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6984246ea8b01e76cc8ee996.md>)

Recorded evaluation configuration: {"Method Category":"Proposed"}. This record does not assert independent reproduction.

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