# Dataset Distillation on ImageNet-1k

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

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

Data updated: 2026-07-02T09:38:59.114Z

Evaluation of Dataset Distillation performance on the ImageNet-1k dataset, typically measured using Top-1 Accuracy.

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 |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

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

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TGDD | 60.3 | Not recorded | 6a3a1353206542251d7c7306 |
| MGD3 | 60.2 | Not recorded | 6a3a1353206542251d7c7306 |
| MiniMax | 58.6 | Not recorded | 6a3a1353206542251d7c7306 |
| RDED | 56.5 | Not recorded | 6a3a1353206542251d7c7306 |
| SRe2L | 46.8 | Not recorded | 6a3a1353206542251d7c7306 |
| TGDD | 45.8 | Not recorded | 6a3a1353206542251d7c7306 |
| MGD3 | 45.6 | Not recorded | 6a3a1353206542251d7c7306 |
| MiniMax | 44.3 | Not recorded | 6a3a1353206542251d7c7306 |
| RDED | 42 | Not recorded | 6a3a1353206542251d7c7306 |
| CIM | 37.3 | Not recorded | 6a45f093dc71372d7795a31e |
| CIM | 24 | Not recorded | 6a45f093dc71372d7795a31e |
| SRe2L | 21.3 | Not recorded | 6a3a1353206542251d7c7306 |
| CIM | 14.5 | Not recorded | 6a45f093dc71372d7795a31e |

### TGDD

Top-1 Accuracy: 60.3. Result ID: 6a3a5223fbc373592c35d025.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

Recorded evaluation configuration: {"IPC":"50"}. This record does not assert independent reproduction.

### MGD3

Top-1 Accuracy: 60.2. Result ID: 6a3a5223fbc373592c35d024.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a3e9.md>)

Recorded evaluation configuration: {"IPC":"50"}. This record does not assert independent reproduction.

### MiniMax

Top-1 Accuracy: 58.6. Result ID: 6a3a5223fbc373592c35d023.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.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.

### RDED

Top-1 Accuracy: 56.5. Result ID: 6a3a5223fbc373592c35d022.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea57089.md>)

Recorded evaluation configuration: {"IPC":"50"}. This record does not assert independent reproduction.

### SRe2L

Top-1 Accuracy: 46.8. Result ID: 6a3a5223fbc373592c35d021.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa722a1e209131cea54e2b.md>)

[Implementation](<https://zeyuanyin.github.io/projects/SRe2L/>)

Recorded evaluation configuration: {"IPC":"50"}. This record does not assert independent reproduction.

### TGDD

Top-1 Accuracy: 45.8. Result ID: 6a3a5223fbc373592c35d020.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

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

### MGD3

Top-1 Accuracy: 45.6. Result ID: 6a3a5223fbc373592c35d01f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a3e9.md>)

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

### MiniMax

Top-1 Accuracy: 44.3. Result ID: 6a3a5223fbc373592c35d01e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.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.

### RDED

Top-1 Accuracy: 42. Result ID: 6a3a5223fbc373592c35d01d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea57089.md>)

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

### CIM

Top-1 Accuracy: 37.3. Result ID: 6a4631af60b88bb339863c6e.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f093dc71372d7795a31e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f093dc71372d7795a31e.md>)

Recorded evaluation configuration: {"Architecture":"ConvNet","IPC":"50"}. This record does not assert independent reproduction.

### CIM

Top-1 Accuracy: 24. Result ID: 6a4631af60b88bb339863c6d.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f093dc71372d7795a31e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f093dc71372d7795a31e.md>)

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

### SRe2L

Top-1 Accuracy: 21.3. Result ID: 6a3a5223fbc373592c35d01c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1353206542251d7c7306.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa722a1e209131cea54e2b.md>)

[Implementation](<https://zeyuanyin.github.io/projects/SRe2L/>)

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

### CIM

Top-1 Accuracy: 14.5. Result ID: 6a4631af60b88bb339863c6c.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f093dc71372d7795a31e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f093dc71372d7795a31e.md>)

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

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