# Domain Adaptation on FFHQ One-shot Domain Adaptation 1.0 (val)

Source: [Domain Adaptation on FFHQ One-shot Domain Adaptation 1.0 (val)](<https://www.sota2.com/research/sota/domain-adaptation-on-ffhq-one-shot-domain-adaptation-1-0-val>)

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

Data updated: 2026-02-26T05:47:43.551Z

Evaluation of one-shot Domain Adaptation performance starting from the FFHQ source domain, measured using Kernel Inception Distance (KID) across multiple target styles (Amedeo Modigliani, Fernand Leger, Raphael).

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 | Domain Adaptation |
| Dataset (including any stated split) | FFHQ One-shot Domain Adaptation 1.0 (val) |
| Metric | KID (Amedeo Modigliani) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [KID (Amedeo Modigliani)](<https://www.sota2.com/research/sota/domain-adaptation-on-ffhq-one-shot-domain-adaptation-1-0-val.md?metric=KID%20(Amedeo%20Modigliani)>): Lower is better; unit: SCALAR.

- [KID (Fernand Leger)](<https://www.sota2.com/research/sota/domain-adaptation-on-ffhq-one-shot-domain-adaptation-1-0-val.md?metric=KID%20(Fernand%20Leger)>): Lower is better; unit: SCALAR.

- [KID (Raphael)](<https://www.sota2.com/research/sota/domain-adaptation-on-ffhq-one-shot-domain-adaptation-1-0-val.md?metric=KID%20(Raphael)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | KID (Amedeo Modigliani) | Result date | Report paper |
| --- | --- | --- | --- |
| DiFa | 121.21 | Not recorded | 68fa6d851e209131cea3a5f6 |
| StyleGAN-NADA | 131.03 | Not recorded | 68fa6d851e209131cea3a5f6 |
| Mind The Gap | 146.84 | Not recorded | 68fa6d851e209131cea3a5f6 |
| Few-Shot Adaptation | 180.1 | Not recorded | 68fa6d851e209131cea3a5f6 |

### DiFa

KID (Amedeo Modigliani): 121.21. Result ID: 698fb8223a6c314849fb6144.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Implementation](<https://github.com/1170300521/DiFa>)

Recorded evaluation configuration: {"Number of training shots":1,"Adaptation Setting":"one-shot","Source Domain":"FFHQ"}. This record does not assert independent reproduction.

### StyleGAN-NADA

KID (Amedeo Modigliani): 131.03. Result ID: 698fb8223a6c314849fb6142.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b801e209131cea2ea9e.md>)

Recorded evaluation configuration: {"Number of training shots":1,"Adaptation Setting":"one-shot","Source Domain":"FFHQ"}. This record does not assert independent reproduction.

### Mind The Gap

KID (Amedeo Modigliani): 146.84. Result ID: 698fb8223a6c314849fb6143.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b521e209131cea2da09.md>)

Recorded evaluation configuration: {"Number of training shots":1,"Adaptation Setting":"one-shot","Source Domain":"FFHQ"}. This record does not assert independent reproduction.

### Few-Shot Adaptation

KID (Amedeo Modigliani): 180.1. Result ID: 698fb8223a6c314849fb6141.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b71e209131cea23afd.md>)

Recorded evaluation configuration: {"Number of training shots":1,"Adaptation Setting":"one-shot","Source Domain":"FFHQ"}. This record does not assert independent reproduction.

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