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

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

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

Data updated: 2026-02-26T05:47:05.032Z

Evaluation of few-shot generative adversarial network adaptation techniques using the Faces to Van Gogh's paintings dataset, 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) | Faces 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-faces-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-faces-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 |
| --- | --- | --- | --- |
| TGAN | 2.69 | Not recorded | 68fa6c2d1e209131cea32997 |
| MineGAN | 2.52 | Not recorded | 68fa6c2d1e209131cea32997 |
| FreezeD | 2.46 | Not recorded | 68fa6c2d1e209131cea32997 |
| FreezeD | 1.77 | Not recorded | 68fa6c2d1e209131cea32997 |
| RSSA | 1.77 | Not recorded | 68fa6c2d1e209131cea32997 |
| MineGAN | 1.71 | Not recorded | 68fa6c2d1e209131cea32997 |
| TGAN | 1.65 | Not recorded | 68fa6c2d1e209131cea32997 |
| RSSA | 1.61 | Not recorded | 68fa6c2d1e209131cea32997 |
| IDC | 1.55 | Not recorded | 68fa6c2d1e209131cea32997 |
| IDC | 1.52 | Not recorded | 68fa6c2d1e209131cea32997 |

### TGAN

Inception Score: 2.69. Result ID: 698eeaf73a6c314849f366ac.

[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.

### MineGAN

Inception Score: 2.52. Result ID: 698eeaf73a6c314849f366b0.

[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: 2.46. Result ID: 698eeaf73a6c314849f366ae.

[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.

### FreezeD

Inception Score: 1.77. Result ID: 698eeaf73a6c314849f366af.

[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.

### RSSA

Inception Score: 1.77. Result ID: 698eeaf73a6c314849f366b4.

[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.

### MineGAN

Inception Score: 1.71. Result ID: 698eeaf73a6c314849f366b1.

[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

Inception Score: 1.65. Result ID: 698eeaf73a6c314849f366ad.

[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.

### RSSA

Inception Score: 1.61. Result ID: 698eeaf73a6c314849f366b5.

[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

Inception Score: 1.55. Result ID: 698eeaf73a6c314849f366b2.

[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.

### IDC

Inception Score: 1.52. Result ID: 698eeaf73a6c314849f366b3.

[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.

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