# Dataset Distillation on ImageNet-1K IPC=1 (train val)

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

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

Data updated: 2026-05-11T08:33:33.625Z

Evaluation of Dataset Distillation performance on the ImageNet-1K dataset using the specific 'IPC=1 (train val)' configuration, measured using metrics derived from various foundation models (DINOv2, CLIP, etc.).

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 IPC=1 (train val) |
| Metric | DINOv2 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [DINOv2 Accuracy](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-ipc-1-train-val.md?metric=DINOv2%20Accuracy>): Higher is better; unit: PERCENT.

- [MoCo-v3 Accuracy](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-ipc-1-train-val.md?metric=MoCo-v3%20Accuracy>): Higher is better; unit: PERCENT.

- [CLIP Accuracy](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-ipc-1-train-val.md?metric=CLIP%20Accuracy>): Higher is better; unit: PERCENT.

- [EVA-02 Accuracy](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-ipc-1-train-val.md?metric=EVA-02%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/dataset-distillation-on-imagenet-1k-ipc-1-train-val.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DINOv2 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Full dataset | 83 | Not recorded | 6a01625adbc836b87d822ed0 |
| CLP-DD | 75.6 | Not recorded | 6a01625adbc836b87d822ed0 |
| LGM | 75 | Not recorded | 6a01625adbc836b87d822ed0 |
| Centroid | 69.5 | Not recorded | 6a01625adbc836b87d822ed0 |
| Neighbor | 67.7 | Not recorded | 6a01625adbc836b87d822ed0 |
| Random | 50.3 | Not recorded | 6a01625adbc836b87d822ed0 |

### Full dataset

DINOv2 Accuracy: 83. Result ID: 6a01944647f34ce924e36d15.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLP-DD

DINOv2 Accuracy: 75.6. Result ID: 6a01944647f34ce924e36d14.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

Recorded evaluation configuration: {"IPC":"1","DSA":"false"}. This record does not assert independent reproduction.

### LGM

DINOv2 Accuracy: 75. Result ID: 6a01944647f34ce924e36d13.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691ff210d6b0dd334292e6dd.md>)

Recorded evaluation configuration: {"IPC":"1","DSA":"true"}. This record does not assert independent reproduction.

### Centroid

DINOv2 Accuracy: 69.5. Result ID: 6a01944647f34ce924e36d11.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

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

### Neighbor

DINOv2 Accuracy: 67.7. Result ID: 6a01944647f34ce924e36d10.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

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

### Random

DINOv2 Accuracy: 50.3. Result ID: 6a01944647f34ce924e36d12.

[Reporting paper](<https://www.sota2.com/research/paper/6a01625adbc836b87d822ed0.md>)

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

Page 1 of 1. This is an index page, not the full collection.