# Image Synthesis on ImageNet 128x128

Source: [Image Synthesis on ImageNet 128x128](<https://www.sota2.com/research/sota/image-synthesis-on-imagenet-128x128>)

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

Data updated: 2026-02-26T05:44:13.085Z

Evaluation of image synthesis models on the ImageNet dataset rendered at 128x128 resolution, measured using FID, sFID, Precision, and Recall.

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 | Image Synthesis |
| Dataset (including any stated split) | ImageNet 128x128 |
| 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/image-synthesis-on-imagenet-128x128.md?metric=FID>): Lower is better; unit: SCALAR.

- [sFID](<https://www.sota2.com/research/sota/image-synthesis-on-imagenet-128x128.md?metric=sFID>): Lower is better; unit: SCALAR.

- [Precision](<https://www.sota2.com/research/sota/image-synthesis-on-imagenet-128x128.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/image-synthesis-on-imagenet-128x128.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| ADM-G | 2.97 | Not recorded | 68fa6a0e1e209131cea25dba |
| LOGAN | 3.36 | Not recorded | 68fa6a0e1e209131cea25dba |
| ADM | 5.91 | Not recorded | 68fa6a0e1e209131cea25dba |
| ADM-G | 5.98 | Not recorded | 68fa6a0e1e209131cea25dba |
| BigGAN-deep | 6.02 | Not recorded | 68fa6a0e1e209131cea25dba |

### ADM-G

FID: 2.97. Result ID: 698e089bffc3901de09a4776.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Implementation](<https://github.com/openai/guided-diffusion>)

Recorded evaluation configuration: {"sampling steps":250,"classifier guidance":true}. This record does not assert independent reproduction.

### LOGAN

FID: 3.36. Result ID: 698e089bffc3901de09a4773.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18dd8.md>)

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

### ADM

FID: 5.91. Result ID: 698e089bffc3901de09a4774.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Implementation](<https://github.com/openai/guided-diffusion>)

Recorded evaluation configuration: {"sampling steps":250}. This record does not assert independent reproduction.

### ADM-G

FID: 5.98. Result ID: 698e089bffc3901de09a4775.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Implementation](<https://github.com/openai/guided-diffusion>)

Recorded evaluation configuration: {"sampling steps":25,"classifier guidance":true}. This record does not assert independent reproduction.

### BigGAN-deep

FID: 6.02. Result ID: 698e089bffc3901de09a4772.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25dba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65661e209131cea0a090.md>)

[Implementation](<https://tfhub.dev/s?q=biggan>)

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

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