# Dataset Distillation on ImageNet-1K 10 IPC

Source: [Dataset Distillation on ImageNet-1K 10 IPC](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-10-ipc>)

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

Data updated: 2026-03-10T08:20:39.213Z

Evaluation of Dataset Distillation performance on the ImageNet-1K dataset using the 10 Images Per Class (IPC) setting, typically measured using FID.

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) | ImageNet-1K 10 IPC |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [FID](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-10-ipc.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| HIERAMP | 17.3 | Not recorded | 69afa5622d603e6de3e43818 |
| VAR | 17.5 | Not recorded | 69afa5622d603e6de3e43818 |
| Minimax | 18.3 | Not recorded | 69afa5622d603e6de3e43818 |
| D3HR | 19 | Not recorded | 69afa5622d603e6de3e43818 |

### HIERAMP

FID: 17.3. Result ID: 69afd4086dbb7075b958194c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5622d603e6de3e43818.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5622d603e6de3e43818.md>)

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

### VAR

FID: 17.5. Result ID: 69afd4086dbb7075b958194b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5622d603e6de3e43818.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73861e209131cea5cf19.md>)

[Implementation](<https://github.com/FoundationVision/VAR>)

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

### Minimax

FID: 18.3. Result ID: 69afd4086dbb7075b9581949.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5622d603e6de3e43818.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a31e209131cea57b83.md>)

[Implementation](<https://github.com/vimar-gu/MinimaxDiffusion>)

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

### D3HR

FID: 19. Result ID: 69afd4086dbb7075b958194a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5622d603e6de3e43818.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c81e209131cea7a800.md>)

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

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