# Image Generation on ImageNet 256x256 with FlowDCN

Source: [Image Generation on ImageNet 256x256 with FlowDCN](<https://www.sota2.com/research/sota/image-generation-on-imagenet-256x256-with-flowdcn>)

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

Data updated: 2026-02-26T05:44:42.158Z

Evaluation of image generation models on the ImageNet dataset rendered at 256x256 resolution using the FlowDCN configuration. Primary metric is 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 | Image Generation |
| Dataset (including any stated split) | ImageNet 256x256 with FlowDCN |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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-generation-on-imagenet-256x256-with-flowdcn.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| RK1 | 27.69 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + Bespoke | 28.27 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + GITS | 31.7 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + DMN | 42.78 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + BézierFlow | 44.6 | Not recorded | 6940e7b2456146936284f994 |
| RK2 + BézierFlow | 83.97 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + LD3 | 85.16 | Not recorded | 6940e7b2456146936284f994 |
| RK2 + Bespoke | 86.58 | Not recorded | 6940e7b2456146936284f994 |
| RK2 | 90.26 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + BézierFlow | 94.64 | Not recorded | 6940e7b2456146936284f994 |
| RK1 | 113.27 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + Bespoke | 114.66 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + DMN | 115.89 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + LD3 | 126.29 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + GITS | 130.81 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + BézierFlow | 261.79 | Not recorded | 6940e7b2456146936284f994 |
| RK1 | 263.54 | Not recorded | 6940e7b2456146936284f994 |
| RK1 + Bespoke | 264.81 | Not recorded | 6940e7b2456146936284f994 |

### RK1

FID: 27.69. Result ID: 699960145698665ec4cc3d8d.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction.

### RK1 + Bespoke

FID: 28.27. Result ID: 699960145698665ec4cc3d94.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction.

### RK1 + GITS

FID: 31.7. Result ID: 699960145698665ec4cc3d91.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction.

### RK1 + DMN

FID: 42.78. Result ID: 699960145698665ec4cc3d8f.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction.

### RK1 + BézierFlow

FID: 44.6. Result ID: 699960145698665ec4cc3d99.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction.

### RK2 + BézierFlow

FID: 83.97. Result ID: 699960145698665ec4cc3d9c.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + LD3

FID: 85.16. Result ID: 699960145698665ec4cc3d96.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction.

### RK2 + Bespoke

FID: 86.58. Result ID: 699960145698665ec4cc3d9b.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK2

FID: 90.26. Result ID: 699960145698665ec4cc3d9a.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + BézierFlow

FID: 94.64. Result ID: 699960145698665ec4cc3d98.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1

FID: 113.27. Result ID: 699960145698665ec4cc3d8c.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + Bespoke

FID: 114.66. Result ID: 699960145698665ec4cc3d93.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + DMN

FID: 115.89. Result ID: 699960145698665ec4cc3d8e.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + LD3

FID: 126.29. Result ID: 699960145698665ec4cc3d95.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + GITS

FID: 130.81. Result ID: 699960145698665ec4cc3d90.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction.

### RK1 + BézierFlow

FID: 261.79. Result ID: 699960145698665ec4cc3d97.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

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

### RK1

FID: 263.54. Result ID: 699960145698665ec4cc3d8b.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

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

### RK1 + Bespoke

FID: 264.81. Result ID: 699960145698665ec4cc3d92.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f994.md>)

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

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