# Dataset Distillation on CIFAR-10 10 images/class (test)

Source: [Dataset Distillation on CIFAR-10 10 images/class (test)](<https://www.sota2.com/research/sota/dataset-distillation-on-cifar-10-10-images-class-test>)

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

Data updated: 2026-02-26T05:28:51.156Z

Evaluation of Dataset Distillation performance using Accuracy on the specific 10 images/class subset of the CIFAR-10 test set.

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 | Dataset Distillation |
| Dataset (including any stated split) | CIFAR-10 10 images/class (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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/dataset-distillation-on-cifar-10-10-images-class-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| IDC | 67.5 | Not recorded | 68fa6f131e209131cea43bd3 |
| Ours | 67.1 | Not recorded | 68fa6f131e209131cea43bd3 |
| Ours | 66.5 | Not recorded | 68fa6f131e209131cea43bd3 |
| IDC | 66.2 | Not recorded | 68fa6f131e209131cea43bd3 |
| Ours | 65.2 | Not recorded | 68fa6f131e209131cea43bd3 |
| IDC | 65 | Not recorded | 68fa6f131e209131cea43bd3 |
| IDC | 63.7 | Not recorded | 68fa6f131e209131cea43bd3 |
| DSA | 52.1 | Not recorded | 68fa6f131e209131cea43bd3 |
| DSA | 47 | Not recorded | 68fa6f131e209131cea43bd3 |
| DSA | 46.2 | Not recorded | 68fa6f131e209131cea43bd3 |
| DC | 44.9 | Not recorded | 68fa6f131e209131cea43bd3 |
| DSA | 44.8 | Not recorded | 68fa6f131e209131cea43bd3 |
| DC | 41.6 | Not recorded | 68fa6f131e209131cea43bd3 |
| DC | 39.2 | Not recorded | 68fa6f131e209131cea43bd3 |
| DC | 37.8 | Not recorded | 68fa6f131e209131cea43bd3 |

### IDC

Accuracy: 67.5. Result ID: 6990a5f03a6c314849021f85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea358b3.md>)

Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction.

### Ours

Accuracy: 67.1. Result ID: 6990a5f03a6c314849021f89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction.

### Ours

Accuracy: 66.5. Result ID: 6990a5f03a6c314849021f8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction.

### IDC

Accuracy: 66.2. Result ID: 6990a5f03a6c314849021f86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea358b3.md>)

Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction.

### Ours

Accuracy: 65.2. Result ID: 6990a5f03a6c314849021f8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction.

### IDC

Accuracy: 65. Result ID: 6990a5f03a6c314849021f87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea358b3.md>)

Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction.

### IDC

Accuracy: 63.7. Result ID: 6990a5f03a6c314849021f88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea358b3.md>)

Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction.

### DSA

Accuracy: 52.1. Result ID: 6990a5f03a6c314849021f81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260e3.md>)

Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction.

### DSA

Accuracy: 47. Result ID: 6990a5f03a6c314849021f82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260e3.md>)

Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction.

### DSA

Accuracy: 46.2. Result ID: 6990a5f03a6c314849021f83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260e3.md>)

Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction.

### DC

Accuracy: 44.9. Result ID: 6990a5f03a6c314849021f7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696f1e209131cea22018.md>)

Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction.

### DSA

Accuracy: 44.8. Result ID: 6990a5f03a6c314849021f84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260e3.md>)

Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction.

### DC

Accuracy: 41.6. Result ID: 6990a5f03a6c314849021f7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696f1e209131cea22018.md>)

Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction.

### DC

Accuracy: 39.2. Result ID: 6990a5f03a6c314849021f7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696f1e209131cea22018.md>)

Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction.

### DC

Accuracy: 37.8. Result ID: 6990a5f03a6c314849021f80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696f1e209131cea22018.md>)

Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction.

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