# Class-conditioned generation on CUB-200 2011

Source: [Class-conditioned generation on CUB-200 2011](<https://www.sota2.com/research/sota/class-conditioned-generation-on-cub-200-2011>)

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

Data updated: 2026-02-26T05:44:28.691Z

Evaluation of class-conditioned image generation models on the CUB-200 2011 dataset, reporting FID and Relative Promotion scores.

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 | Class-conditioned generation |
| Dataset (including any stated split) | CUB-200 2011 |
| Metric | FID |
| 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

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

- [Relative Promotion](<https://www.sota2.com/research/sota/class-conditioned-generation-on-cub-200-2011.md?metric=Relative%20Promotion>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Diff-Tuning | 3.5 | Not recorded | 68fa738b1e209131cea5d207 |
| DiffFit | 4.98 | Not recorded | 68fa738b1e209131cea5d207 |
| Full Fine-tuning | 5.32 | Not recorded | 68fa738b1e209131cea5d207 |
| AdaptFormer | 7 | Not recorded | 68fa738b1e209131cea5d207 |
| BitFit | 8.81 | Not recorded | 68fa738b1e209131cea5d207 |
| VPT-Deep | 17.29 | Not recorded | 68fa738b1e209131cea5d207 |
| LoRA | 56.03 | Not recorded | 68fa738b1e209131cea5d207 |

### Diff-Tuning

FID: 3.5. Result ID: 6992effc3a6c314849127a33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

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

### DiffFit

FID: 4.98. Result ID: 6992effc3a6c314849127a32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70291e209131cea497f0.md>)

Recorded evaluation configuration: {"Parameter-efficient":true}. This record does not assert independent reproduction.

### Full Fine-tuning

FID: 5.32. Result ID: 6992effc3a6c314849127a2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

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

### AdaptFormer

FID: 7. Result ID: 6992effc3a6c314849127a2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Parameter-efficient":true,"Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

### BitFit

FID: 8.81. Result ID: 6992effc3a6c314849127a2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea39632.md>)

[Implementation](<https://www.github.com/benzakenelad/BitFit>)

Recorded evaluation configuration: {"Parameter-efficient":true,"Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

### VPT-Deep

FID: 17.29. Result ID: 6992effc3a6c314849127a30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Parameter-efficient":true,"Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

### LoRA

FID: 56.03. Result ID: 6992effc3a6c314849127a31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Parameter-efficient":true,"Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

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