# Few-shot GAN adaptation on Churches to Van Gogh's paintings (train test)

Source: [Few-shot GAN adaptation on Churches to Van Gogh's paintings (train test)](<https://www.sota2.com/research/sota/few-shot-gan-adaptation-on-churches-to-van-gogh-s-paintings-train-test>)

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

Data updated: 2026-02-26T05:47:05.045Z

Evaluation of few-shot generative adversarial network adaptation techniques applied to the Churches to Van Gogh's paintings dataset (train/test split), typically measured using 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 Van Gogh's paintings (train test) |
| Metric | Inception Score |
| 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

- [Inception Score](<https://www.sota2.com/research/sota/few-shot-gan-adaptation-on-churches-to-van-gogh-s-paintings-train-test.md?metric=Inception%20Score>): Higher is better; unit: SCALAR.

- [Style Consistency Score](<https://www.sota2.com/research/sota/few-shot-gan-adaptation-on-churches-to-van-gogh-s-paintings-train-test.md?metric=Style%20Consistency%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Inception Score | Result date | Report paper |
| --- | --- | --- | --- |
| RSSA | 3.62 | Not recorded | 68fa6c2d1e209131cea32997 |
| RSSA | 3.54 | Not recorded | 68fa6c2d1e209131cea32997 |
| IDC | 2.86 | Not recorded | 68fa6c2d1e209131cea32997 |
| TGAN | 2.82 | Not recorded | 68fa6c2d1e209131cea32997 |
| FreezeD | 2.78 | Not recorded | 68fa6c2d1e209131cea32997 |
| IDC | 2.78 | Not recorded | 68fa6c2d1e209131cea32997 |
| MineGAN | 2.51 | Not recorded | 68fa6c2d1e209131cea32997 |
| FreezeD | 2.32 | Not recorded | 68fa6c2d1e209131cea32997 |
| TGAN | 2.28 | Not recorded | 68fa6c2d1e209131cea32997 |
| MineGAN | 2.18 | Not recorded | 68fa6c2d1e209131cea32997 |

### RSSA

Inception Score: 3.62. Result ID: 698eeaf73a6c314849f366c9.

[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.

### RSSA

Inception Score: 3.54. Result ID: 698eeaf73a6c314849f366c8.

[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.

### IDC

Inception Score: 2.86. Result ID: 698eeaf73a6c314849f366c6.

[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.

### TGAN

Inception Score: 2.82. Result ID: 698eeaf73a6c314849f366c0.

[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.

### FreezeD

Inception Score: 2.78. Result ID: 698eeaf73a6c314849f366c2.

[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.

### IDC

Inception Score: 2.78. Result ID: 698eeaf73a6c314849f366c7.

[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.

### MineGAN

Inception Score: 2.51. Result ID: 698eeaf73a6c314849f366c4.

[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.

### FreezeD

Inception Score: 2.32. Result ID: 698eeaf73a6c314849f366c3.

[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.

### TGAN

Inception Score: 2.28. Result ID: 698eeaf73a6c314849f366c1.

[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.

### MineGAN

Inception Score: 2.18. Result ID: 698eeaf73a6c314849f366c5.

[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.

Page 1 of 1. This is an index page, not the full collection.