# Text-to-Image Generation on ImageNet 512x512 (val)

Source: [Text-to-Image Generation on ImageNet 512x512 (val)](<https://www.sota2.com/research/sota/text-to-image-generation-on-imagenet-512x512-val>)

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

Data updated: 2026-05-20T08:24:31.142Z

Evaluation of conditional Text-to-Image generation models using the validation split of ImageNet rendered at 512x512 resolution, assessed using metrics like 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 | Text-to-Image Generation |
| Dataset (including any stated split) | ImageNet 512x512 (val) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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/text-to-image-generation-on-imagenet-512x512-val.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| HSO | 15.9 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| HSO | 16.02 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| HSO | 17.2 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| DM-NonUni | 17.63 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| HSO | 19.78 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| DM-NonUni | 20.75 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| DM-NonUni | 22.89 | Not recorded | 691bfdc56750be83fe5ce9b7 |
| DM-NonUni | 41.51 | Not recorded | 691bfdc56750be83fe5ce9b7 |

### HSO

FID: 15.9. Result ID: 6a0d6fb6fbc373592c056f97.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

Recorded evaluation configuration: {"Solver":"UniPC","NFE":"5"}. This record does not assert independent reproduction.

### HSO

FID: 16.02. Result ID: 6a0d6fb6fbc373592c056f9b.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

Recorded evaluation configuration: {"Solver":"DDIM","NFE":"5"}. This record does not assert independent reproduction.

### HSO

FID: 17.2. Result ID: 6a0d6fb6fbc373592c056f95.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

Recorded evaluation configuration: {"Solver":"UniPC","NFE":"4"}. This record does not assert independent reproduction.

### DM-NonUni

FID: 17.63. Result ID: 6a0d6fb6fbc373592c056f96.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e71e209131cea5ece8.md>)

Recorded evaluation configuration: {"Solver":"UniPC","NFE":"5"}. This record does not assert independent reproduction.

### HSO

FID: 19.78. Result ID: 6a0d6fb6fbc373592c056f99.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

Recorded evaluation configuration: {"Solver":"DDIM","NFE":"4"}. This record does not assert independent reproduction.

### DM-NonUni

FID: 20.75. Result ID: 6a0d6fb6fbc373592c056f94.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e71e209131cea5ece8.md>)

Recorded evaluation configuration: {"Solver":"UniPC","NFE":"4"}. This record does not assert independent reproduction.

### DM-NonUni

FID: 22.89. Result ID: 6a0d6fb6fbc373592c056f9a.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e71e209131cea5ece8.md>)

Recorded evaluation configuration: {"Solver":"DDIM","NFE":"5"}. This record does not assert independent reproduction.

### DM-NonUni

FID: 41.51. Result ID: 6a0d6fb6fbc373592c056f98.

[Reporting paper](<https://www.sota2.com/research/paper/691bfdc56750be83fe5ce9b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e71e209131cea5ece8.md>)

Recorded evaluation configuration: {"Solver":"DDIM","NFE":"4"}. This record does not assert independent reproduction.

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