# Dataset Distillation on ImageNet-1K 50 IPC

Source: [Dataset Distillation on ImageNet-1K 50 IPC](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-50-ipc>)

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

Data updated: 2026-03-10T08:20:39.250Z

Evaluation of Dataset Distillation performance on the ImageNet-1K 50 IPC subset, 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 50 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-50-ipc.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| VAR | 13.1 | Not recorded | 69afa5622d603e6de3e43818 |
| HIERAMP | 13.2 | Not recorded | 69afa5622d603e6de3e43818 |
| Minimax | 14.3 | Not recorded | 69afa5622d603e6de3e43818 |
| D3HR | 14.9 | Not recorded | 69afa5622d603e6de3e43818 |

### VAR

FID: 13.1. Result ID: 69afd4086dbb7075b958194f.

[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":"50"}. This record does not assert independent reproduction.

### HIERAMP

FID: 13.2. Result ID: 69afd4086dbb7075b9581950.

[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":"50"}. This record does not assert independent reproduction.

### Minimax

FID: 14.3. Result ID: 69afd4086dbb7075b958194d.

[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":"50"}. This record does not assert independent reproduction.

### D3HR

FID: 14.9. Result ID: 69afd4086dbb7075b958194e.

[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":"50"}. This record does not assert independent reproduction.

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