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

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

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

Data updated: 2026-02-26T05:47:43.605Z

Evaluation of one-shot Domain Adaptation performance starting from the AFHQ Cat domain, testing transferability to Tiger, Fox, and Wolf target domains using Kernel Inception Distance (KID) metrics.

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) | Cat Domain Adaptation One-shot 1.0 (val) |
| Metric | KID (Tiger) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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 (Tiger)](<https://www.sota2.com/research/sota/domain-adaptation-on-cat-domain-adaptation-one-shot-1-0-val.md?metric=KID%20(Tiger)>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | KID (Tiger) | Result date | Report paper |
| --- | --- | --- | --- |
| DiFa | 13.13 | Not recorded | 68fa6d851e209131cea3a5f6 |
| StyleGAN-NADA | 13.83 | Not recorded | 68fa6d851e209131cea3a5f6 |
| Mind The Gap | 48.27 | Not recorded | 68fa6d851e209131cea3a5f6 |

### DiFa

KID (Tiger): 13.13. Result ID: 698fb8223a6c314849fb6147.

[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":"AFHQ-Cat"}. This record does not assert independent reproduction.

### StyleGAN-NADA

KID (Tiger): 13.83. Result ID: 698fb8223a6c314849fb6145.

[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":"AFHQ-Cat"}. This record does not assert independent reproduction.

### Mind The Gap

KID (Tiger): 48.27. Result ID: 698fb8223a6c314849fb6146.

[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":"AFHQ-Cat"}. This record does not assert independent reproduction.

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