# Image Synthesis on CUB-200 2011 (test)

Source: [Image Synthesis on CUB-200 2011 (test)](<https://www.sota2.com/research/sota/image-synthesis-on-cub-200-2011-test>)

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

Data updated: 2026-02-26T05:47:42.627Z

Evaluation of general Image Synthesis models on the test split of the CUB-200 2011 dataset, measured using Kernel Inception Distance (KID).

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 | Image Synthesis |
| Dataset (including any stated split) | CUB-200 2011 (test) |
| Metric | KID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/image-synthesis-on-cub-200-2011-test.md?metric=KID>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-synthesis-on-cub-200-2011-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | KID | Result date | Report paper |
| --- | --- | --- | --- |
| AR-NeRF | 6.81 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-NeRF | 6.81 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-GAN++ | 13.91 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-GAN++ | 13.91 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-GAN | 14.3 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-GAN | 14.3 | Not recorded | 68fa6cc61e209131cea35e49 |
| RGBD-GAN | 14.92 | Not recorded | 68fa6cc61e209131cea35e49 |

### AR-NeRF

KID: 6.81. Result ID: 698f3d013a6c314849f7652c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-nerf/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AR-NeRF

KID: 6.81. Result ID: 698f3d013a6c314849f7653d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-nerf/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AR-GAN++

KID: 13.91. Result ID: 698f3d013a6c314849f7652b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26bc5.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-gan/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AR-GAN++

KID: 13.91. Result ID: 698f3d013a6c314849f7653b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26bc5.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-gan/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AR-GAN

KID: 14.3. Result ID: 698f3d013a6c314849f7652a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26bc5.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-gan/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AR-GAN

KID: 14.3. Result ID: 698f3d013a6c314849f7653a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26bc5.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-gan/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RGBD-GAN

KID: 14.92. Result ID: 698f3d013a6c314849f7653c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67991e209131cea1753b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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