# Few-shot GAN adaptation on Churches to Haunted houses (train test)

Source: [Few-shot GAN adaptation on Churches to Haunted houses (train test)](<https://www.sota2.com/research/sota/few-shot-gan-adaptation-on-churches-to-haunted-houses-train-test>)

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

Data updated: 2026-02-26T05:46:55.407Z

Evaluation of few-shot generative adversarial network adaptation techniques using the Churches to Haunted houses dataset (train/test split), measured by Inception Score (IS) and Style Consistency Score (SCS).

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 | Few-shot GAN adaptation |
| Dataset (including any stated split) | Churches to Haunted houses (train test) |
| Metric | IS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [IS](<https://www.sota2.com/research/sota/few-shot-gan-adaptation-on-churches-to-haunted-houses-train-test.md?metric=IS>): Higher is better; unit: SCALAR.

- [SCS](<https://www.sota2.com/research/sota/few-shot-gan-adaptation-on-churches-to-haunted-houses-train-test.md?metric=SCS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IS | Result date | Report paper |
| --- | --- | --- | --- |
| RSSA | 6.26 | Not recorded | 68fa6c2d1e209131cea32997 |
| RSSA | 5.7 | Not recorded | 68fa6c2d1e209131cea32997 |
| IDC | 5.44 | Not recorded | 68fa6c2d1e209131cea32997 |
| FreezeD | 5.29 | Not recorded | 68fa6c2d1e209131cea32997 |
| MineGAN | 5.22 | Not recorded | 68fa6c2d1e209131cea32997 |
| TGAN | 5.16 | Not recorded | 68fa6c2d1e209131cea32997 |
| IDC | 5.15 | Not recorded | 68fa6c2d1e209131cea32997 |
| FreezeD | 4.6 | Not recorded | 68fa6c2d1e209131cea32997 |
| MineGAN | 4.55 | Not recorded | 68fa6c2d1e209131cea32997 |
| TGAN | 4.47 | Not recorded | 68fa6c2d1e209131cea32997 |

### RSSA

IS: 6.26. Result ID: 698eeaf73a6c314849f366d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Implementation](<https://github.com/StevenShaw1999/RSSA>)

Recorded evaluation configuration: {"Shots":"10"}. This record does not assert independent reproduction.

### RSSA

IS: 5.7. Result ID: 698eeaf73a6c314849f366d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Implementation](<https://github.com/StevenShaw1999/RSSA>)

Recorded evaluation configuration: {"Shots":"5"}. This record does not assert independent reproduction.

### IDC

IS: 5.44. Result ID: 698eeaf73a6c314849f366d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

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

Recorded evaluation configuration: {"Shots":"10"}. This record does not assert independent reproduction.

### FreezeD

IS: 5.29. Result ID: 698eeaf73a6c314849f366cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67201e209131cea14769.md>)

[Implementation](<https://github.com/sangwoomo/FreezeD>)

Recorded evaluation configuration: {"Shots":"10"}. This record does not assert independent reproduction.

### MineGAN

IS: 5.22. Result ID: 698eeaf73a6c314849f366ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159cf.md>)

Recorded evaluation configuration: {"Shots":"10"}. This record does not assert independent reproduction.

### TGAN

IS: 5.16. Result ID: 698eeaf73a6c314849f366ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea072be.md>)

[Implementation](<https://github.com/yaxingwang/Transferring-GANs>)

Recorded evaluation configuration: {"Shots":"10"}. This record does not assert independent reproduction.

### IDC

IS: 5.15. Result ID: 698eeaf73a6c314849f366d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

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

Recorded evaluation configuration: {"Shots":"5"}. This record does not assert independent reproduction.

### FreezeD

IS: 4.6. Result ID: 698eeaf73a6c314849f366cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67201e209131cea14769.md>)

[Implementation](<https://github.com/sangwoomo/FreezeD>)

Recorded evaluation configuration: {"Shots":"5"}. This record does not assert independent reproduction.

### MineGAN

IS: 4.55. Result ID: 698eeaf73a6c314849f366cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159cf.md>)

Recorded evaluation configuration: {"Shots":"5"}. This record does not assert independent reproduction.

### TGAN

IS: 4.47. Result ID: 698eeaf73a6c314849f366cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea32997.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea072be.md>)

[Implementation](<https://github.com/yaxingwang/Transferring-GANs>)

Recorded evaluation configuration: {"Shots":"5"}. This record does not assert independent reproduction.

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