# Diffusion-based Customization (DreamBooth) on CelebA-HQ

Source: [Diffusion-based Customization (DreamBooth) on CelebA-HQ](<https://www.sota2.com/research/sota/diffusion-based-customization-dreambooth-on-celeba-hq>)

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

Data updated: 2026-06-11T06:54:59.760Z

Evaluation of diffusion models performing subject customization (DreamBooth) on the CelebA-HQ dataset, measured using FID, CLIP image similarity, and LPIPS.

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 | Diffusion-based Customization (DreamBooth) |
| Dataset (including any stated split) | CelebA-HQ |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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/diffusion-based-customization-dreambooth-on-celeba-hq.md?metric=FID>): Lower is better; unit: SCALAR.

- [CLIP Similarity](<https://www.sota2.com/research/sota/diffusion-based-customization-dreambooth-on-celeba-hq.md?metric=CLIP%20Similarity>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/diffusion-based-customization-dreambooth-on-celeba-hq.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| TS-LFO | 165.86 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 167.75 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 170.15 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 172.42 | Not recorded | 6a28f33f90966ade919c1717 |
| DisDiff | 175.03 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 181.34 | Not recorded | 6a28f33f90966ade919c1717 |
| AdvDM | 237 | Not recorded | 6a28f33f90966ade919c1717 |
| SimAC | 306.78 | Not recorded | 6a28f33f90966ade919c1717 |
| Anti-DreamBooth | 364.3 | Not recorded | 6a28f33f90966ade919c1717 |

### TS-LFO

FID: 165.86. Result ID: 6a2a5b02fbc373592c26dcd0.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

Recorded evaluation configuration: {"Targeted Defense":"DisDiff"}. This record does not assert independent reproduction.

### TS-LFO

FID: 167.75. Result ID: 6a2a5b02fbc373592c26dcca.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

Recorded evaluation configuration: {"Targeted Defense":"Anti-DreamBooth"}. This record does not assert independent reproduction.

### TS-LFO

FID: 170.15. Result ID: 6a2a5b02fbc373592c26dcce.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

Recorded evaluation configuration: {"Targeted Defense":"SimAC"}. This record does not assert independent reproduction.

### DreamBooth

FID: 172.42. Result ID: 6a2a5b02fbc373592c26dcc8.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d81.md>)

[Implementation](<https://dreambooth.github.io/>)

Recorded evaluation configuration: {"Defense":"None"}. This record does not assert independent reproduction.

### DisDiff

FID: 175.03. Result ID: 6a2a5b02fbc373592c26dccf.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74411e209131cea608da.md>)

Recorded evaluation configuration: {"Status":"w/ def"}. This record does not assert independent reproduction.

### TS-LFO

FID: 181.34. Result ID: 6a2a5b02fbc373592c26dccc.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

Recorded evaluation configuration: {"Targeted Defense":"AdvDM"}. This record does not assert independent reproduction.

### AdvDM

FID: 237. Result ID: 6a2a5b02fbc373592c26dccb.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa11e209131cea46cbd.md>)

Recorded evaluation configuration: {"Status":"w/ def"}. This record does not assert independent reproduction.

### SimAC

FID: 306.78. Result ID: 6a2a5b02fbc373592c26dccd.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736b1e209131cea5c651.md>)

[Implementation](<https://github.com/somuchtome/SimAC>)

Recorded evaluation configuration: {"Status":"w/ def"}. This record does not assert independent reproduction.

### Anti-DreamBooth

FID: 364.3. Result ID: 6a2a5b02fbc373592c26dcc9.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de28.md>)

Recorded evaluation configuration: {"Status":"w/ def"}. This record does not assert independent reproduction.

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