# Class-conditioned Generation on Food101

Source: [Class-conditioned Generation on Food101](<https://www.sota2.com/research/sota/class-conditioned-generation-on-food101>)

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

Data updated: 2026-02-26T05:44:28.632Z

Evaluation of class-conditioned image generation performance on the Food101 dataset, typically measured using FID.

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) | Food101 |
| 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-food101.md?metric=FID>): Lower is better; unit: SCALAR.

- [Relative Promotion](<https://www.sota2.com/research/sota/class-conditioned-generation-on-food101.md?metric=Relative%20Promotion>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Diff-Tuning | 6.05 | Not recorded | 68fa738b1e209131cea5d207 |
| DiffFit | 7.8 | Not recorded | 68fa738b1e209131cea5d207 |
| BitFit | 9.17 | Not recorded | 68fa738b1e209131cea5d207 |
| Full Fine-tuning | 10.68 | Not recorded | 68fa738b1e209131cea5d207 |
| AdaptFormer | 11.93 | Not recorded | 68fa738b1e209131cea5d207 |
| VPT-Deep | 18.47 | Not recorded | 68fa738b1e209131cea5d207 |
| LoRA | 33.75 | Not recorded | 68fa738b1e209131cea5d207 |

### Diff-Tuning

FID: 6.05. Result ID: 6992effc3a6c314849127a17.

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

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

Recorded evaluation configuration: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":false,"Resolution":"256x256"}. This record does not assert independent reproduction.

### DiffFit

FID: 7.8. Result ID: 6992effc3a6c314849127a16.

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

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

Recorded evaluation configuration: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":true,"Resolution":"256x256"}. This record does not assert independent reproduction.

### BitFit

FID: 9.17. Result ID: 6992effc3a6c314849127a13.

[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: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":true,"Resolution":"256x256","Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

### Full Fine-tuning

FID: 10.68. Result ID: 6992effc3a6c314849127a11.

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

Recorded evaluation configuration: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":false,"Resolution":"256x256"}. This record does not assert independent reproduction.

### AdaptFormer

FID: 11.93. Result ID: 6992effc3a6c314849127a12.

[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: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":true,"Resolution":"256x256","Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

### VPT-Deep

FID: 18.47. Result ID: 6992effc3a6c314849127a14.

[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: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":true,"Resolution":"256x256","Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

### LoRA

FID: 33.75. Result ID: 6992effc3a6c314849127a15.

[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: {"Pre-trained":"DiT-XL-2-256x256","Parameter-efficient":true,"Resolution":"256x256","Source":"Reported from \[53\]"}. This record does not assert independent reproduction.

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