# Image Generation on ImageNet 256

Source: [Image Generation on ImageNet 256](<https://www.sota2.com/research/sota/image-generation-on-imagenet-256>)

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

Data updated: 2026-06-16T07:59:28.867Z

Evaluation of image generation models on the ImageNet dataset subset rendered at 256 resolution, specifically reporting FID-50k and relative FID change (ΔFID).

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 Generation |
| Dataset (including any stated split) | ImageNet 256 |
| Metric | FID-50k |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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-50k](<https://www.sota2.com/research/sota/image-generation-on-imagenet-256.md?metric=FID-50k>): Lower is better; unit: SCALAR.

- [Relative FID Change (ΔFID)](<https://www.sota2.com/research/sota/image-generation-on-imagenet-256.md?metric=Relative%20FID%20Change%20(%CE%94FID)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | FID-50k | Result date | Report paper |
| --- | --- | --- | --- |
| JiT-700M/32 + Spectral Forcing | 15.15 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-700M/32 | 16.46 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-700M/32 + Spectral Forcing | 17.53 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-700M/32 | 19.9 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-700M/32 + Spectral Forcing | 20.68 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/16 + Spectral Forcing | 21.29 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/16 | 21.76 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-700M/32 | 24.19 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 + Spectral Forcing | 24.91 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 | 25.29 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 + Spectral Forcing | 33.18 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 | 33.3 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 + Spectral Forcing | 42.92 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 | 44.68 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 + Spectral Forcing | 100.78 | Not recorded | 6a30d8bdd33dfb23e783cd97 |
| JiT-130M/32 | 114.03 | Not recorded | 6a30d8bdd33dfb23e783cd97 |

### JiT-700M/32 + Spectral Forcing

FID-50k: 15.15. Result ID: 6a310162fbc373592c2d0764.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"120"}. This record does not assert independent reproduction.

### JiT-700M/32

FID-50k: 16.46. Result ID: 6a310162fbc373592c2d0763.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"120"}. This record does not assert independent reproduction.

### JiT-700M/32 + Spectral Forcing

FID-50k: 17.53. Result ID: 6a310162fbc373592c2d0762.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"90"}. This record does not assert independent reproduction.

### JiT-700M/32

FID-50k: 19.9. Result ID: 6a310162fbc373592c2d0761.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"90"}. This record does not assert independent reproduction.

### JiT-700M/32 + Spectral Forcing

FID-50k: 20.68. Result ID: 6a310162fbc373592c2d0760.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"60"}. This record does not assert independent reproduction.

### JiT-130M/16 + Spectral Forcing

FID-50k: 21.29. Result ID: 6a310162fbc373592c2d0766.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"256","Epochs":"60"}. This record does not assert independent reproduction.

### JiT-130M/16

FID-50k: 21.76. Result ID: 6a310162fbc373592c2d0765.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"256","Epochs":"60"}. This record does not assert independent reproduction.

### JiT-700M/32

FID-50k: 24.19. Result ID: 6a310162fbc373592c2d075f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"60"}. This record does not assert independent reproduction.

### JiT-130M/32 + Spectral Forcing

FID-50k: 24.91. Result ID: 6a310162fbc373592c2d075e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"200"}. This record does not assert independent reproduction.

### JiT-130M/32

FID-50k: 25.29. Result ID: 6a310162fbc373592c2d075d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"200"}. This record does not assert independent reproduction.

### JiT-130M/32 + Spectral Forcing

FID-50k: 33.18. Result ID: 6a310162fbc373592c2d075c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"100"}. This record does not assert independent reproduction.

### JiT-130M/32

FID-50k: 33.3. Result ID: 6a310162fbc373592c2d075b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"100"}. This record does not assert independent reproduction.

### JiT-130M/32 + Spectral Forcing

FID-50k: 42.92. Result ID: 6a310162fbc373592c2d075a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"60"}. This record does not assert independent reproduction.

### JiT-130M/32

FID-50k: 44.68. Result ID: 6a310162fbc373592c2d0759.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"60"}. This record does not assert independent reproduction.

### JiT-130M/32 + Spectral Forcing

FID-50k: 100.78. Result ID: 6a310162fbc373592c2d0758.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Implementation](<https://github.com/WeichenFan/Spectral_Forcing>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"15"}. This record does not assert independent reproduction.

### JiT-130M/32

FID-50k: 114.03. Result ID: 6a310162fbc373592c2d0757.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8bdd33dfb23e783cd97.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe976750be83fe5cf517.md>)

[Implementation](<https://github.com/LTH14/JiT>)

Recorded evaluation configuration: {"Tokens":"64","Epochs":"15"}. This record does not assert independent reproduction.

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