# Unconditional Image Generation on ImageNet 512x512 (test)

Source: [Unconditional Image Generation on ImageNet 512x512 (test)](<https://www.sota2.com/research/sota/unconditional-image-generation-on-imagenet-512x512-test>)

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

Data updated: 2026-02-26T05:44:39.953Z

Evaluation of unconditional image generation models on the test split of the ImageNet dataset rendered at 512x512 resolution, typically measured using FID, Precision, Recall, Density, and Coverage.

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 | Unconditional Image Generation |
| Dataset (including any stated split) | ImageNet 512x512 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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/unconditional-image-generation-on-imagenet-512x512-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [Precision](<https://www.sota2.com/research/sota/unconditional-image-generation-on-imagenet-512x512-test.md?metric=Precision>): Higher is better; unit: SCALAR.

- [Recall](<https://www.sota2.com/research/sota/unconditional-image-generation-on-imagenet-512x512-test.md?metric=Recall>): Higher is better; unit: SCALAR.

- [Density](<https://www.sota2.com/research/sota/unconditional-image-generation-on-imagenet-512x512-test.md?metric=Density>): Higher is better; unit: SCALAR.

- [Coverage](<https://www.sota2.com/research/sota/unconditional-image-generation-on-imagenet-512x512-test.md?metric=Coverage>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| EMAG | 45.01 | Not recorded | 6948d058423ea42265729d62 |
| SEG | 45.55 | Not recorded | 6948d058423ea42265729d62 |
| SAG | 46.55 | Not recorded | 6948d058423ea42265729d62 |
| PAG | 54.62 | Not recorded | 6948d058423ea42265729d62 |
| No Guidance | 55.58 | Not recorded | 6948d058423ea42265729d62 |

### EMAG

FID: 45.01. Result ID: 69982a2e5698665ec4850294.

[Reporting paper](<https://www.sota2.com/research/paper/6948d058423ea42265729d62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d058423ea42265729d62.md>)

Recorded evaluation configuration: {"Backbone":"DiT-XL/2","Resolution":"512x512"}. This record does not assert independent reproduction.

### SEG

FID: 45.55. Result ID: 69982a2e5698665ec4850293.

[Reporting paper](<https://www.sota2.com/research/paper/6948d058423ea42265729d62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75061e209131cea6559f.md>)

[Implementation](<https://github.com/SusungHong/SEG-SDXL>)

Recorded evaluation configuration: {"Backbone":"DiT-XL/2","Resolution":"512x512"}. This record does not assert independent reproduction.

### SAG

FID: 46.55. Result ID: 69982a2e5698665ec4850292.

[Reporting paper](<https://www.sota2.com/research/paper/6948d058423ea42265729d62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70661e209131cea4aef5.md>)

Recorded evaluation configuration: {"Backbone":"DiT-XL/2","Resolution":"512x512"}. This record does not assert independent reproduction.

### PAG

FID: 54.62. Result ID: 69982a2e5698665ec4850291.

[Reporting paper](<https://www.sota2.com/research/paper/6948d058423ea42265729d62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7faaa.md>)

Recorded evaluation configuration: {"Backbone":"DiT-XL/2","Resolution":"512x512"}. This record does not assert independent reproduction.

### No Guidance

FID: 55.58. Result ID: 69982a2e5698665ec4850290.

[Reporting paper](<https://www.sota2.com/research/paper/6948d058423ea42265729d62.md>)

Recorded evaluation configuration: {"Backbone":"DiT-XL/2","Resolution":"512x512"}. This record does not assert independent reproduction.

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