# Class-conditional image generation on ImageNet 128x128 (test val)

Source: [Class-conditional image generation on ImageNet 128x128 (test val)](<https://www.sota2.com/research/sota/class-conditional-image-generation-on-imagenet-128x128-test-val>)

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

Data updated: 2026-02-26T05:44:31.124Z

Evaluation of Class-Conditional Image Generation models on the test and validation splits of ImageNet rendered at 128x128 resolution, typically measured using FID and Inception Score (IS).

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 | Class-conditional image generation |
| Dataset (including any stated split) | ImageNet 128x128 (test val) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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/class-conditional-image-generation-on-imagenet-128x128-test-val.md?metric=FID>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Teacher | 1.75 | Not recorded | 68fa76101e209131cea6b37e |
| Multistep CD | 2.1 | Not recorded | 68fa76101e209131cea6b37e |
| Multistep CD | 2.3 | Not recorded | 68fa76101e209131cea6b37e |
| Multistep CD | 3.1 | Not recorded | 68fa76101e209131cea6b37e |
| EMD-16 (ours) | 6 | Not recorded | 68fa76101e209131cea6b37e |
| EMD-1 (baseline) | 6.3 | Not recorded | 68fa76101e209131cea6b37e |
| CD | 7 | Not recorded | 68fa76101e209131cea6b37e |

### Teacher

FID: 1.75. Result ID: 69940f953a6c3148491ac16e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b271.md>)

Recorded evaluation configuration: {"NFE":512}. This record does not assert independent reproduction.

### Multistep CD

FID: 2.1. Result ID: 69940f953a6c3148491ac168.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c71e209131cea69ecf.md>)

Recorded evaluation configuration: {"NFE":8,"Mode":"Multiple Steps"}. This record does not assert independent reproduction.

### Multistep CD

FID: 2.3. Result ID: 69940f953a6c3148491ac169.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c71e209131cea69ecf.md>)

Recorded evaluation configuration: {"NFE":4,"Mode":"Multiple Steps"}. This record does not assert independent reproduction.

### Multistep CD

FID: 3.1. Result ID: 69940f953a6c3148491ac16a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c71e209131cea69ecf.md>)

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

### EMD-16 (ours)

FID: 6. Result ID: 69940f953a6c3148491ac16d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

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

### EMD-1 (baseline)

FID: 6.3. Result ID: 69940f953a6c3148491ac16c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

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

### CD

FID: 7. Result ID: 69940f953a6c3148491ac16b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b37e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467a7.md>)

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

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