# Supervised Image Generation on ImageNet 128x128 (train val)

Source: [Supervised Image Generation on ImageNet 128x128 (train val)](<https://www.sota2.com/research/sota/supervised-image-generation-on-imagenet-128x128-train-val>)

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

Data updated: 2026-02-26T05:46:55.000Z

Evaluation of supervised image generation models on the ImageNet dataset rendered at 128x128 resolution, using the training and validation splits. Metrics typically include IS and 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 | Supervised Image Generation |
| Dataset (including any stated split) | ImageNet 128x128 (train val) |
| Metric | IS |
| Unit | SCALAR |
| 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

- [IS](<https://www.sota2.com/research/sota/supervised-image-generation-on-imagenet-128x128-train-val.md?metric=IS>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | IS | Result date | Report paper |
| --- | --- | --- | --- |
| Real data | 156.4 | Not recorded | 68fa68c01e209131cea1e0ef |
| BigGAN | 63.03 | Not recorded | 68fa68c01e209131cea1e0ef |
| MHGAN | 61.98 | Not recorded | 68fa68c01e209131cea1e0ef |
| SAGAN | 52.79 | Not recorded | 68fa68c01e209131cea1e0ef |
| SAGAN | 52.52 | Not recorded | 68fa68c01e209131cea1e0ef |
| ACGAN | 48.94 | Not recorded | 68fa68c01e209131cea1e0ef |

### Real data

IS: 156.4. Result ID: 698d82c28b517eb433220c82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

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

### BigGAN

IS: 63.03. Result ID: 698d82c28b517eb433220c87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

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

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

Recorded evaluation configuration: {"Iterations":"1M","Batch size":"1024"}. This record does not assert independent reproduction.

### MHGAN

IS: 61.98. Result ID: 698d82c28b517eb433220c85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

[Implementation](<https://github.com/ilyakava/gan>)

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

### SAGAN

IS: 52.79. Result ID: 698d82c28b517eb433220c83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf4c.md>)

[Implementation](<https://github.com/brain-research/self-attention-gan>)

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

### SAGAN

IS: 52.52. Result ID: 698d82c28b517eb433220c86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf4c.md>)

[Implementation](<https://github.com/brain-research/self-attention-gan>)

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

### ACGAN

IS: 48.94. Result ID: 698d82c28b517eb433220c84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c01e209131cea1e0ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63801e209131ce9fef1e.md>)

[Implementation](<https://github.com/openai/improved-gan/>)

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

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