# Subject-driven Image Generation (DreamBooth) on CelebA-HQ v1.0 (test)

Source: [Subject-driven Image Generation (DreamBooth) on CelebA-HQ v1.0 (test)](<https://www.sota2.com/research/sota/subject-driven-image-generation-dreambooth-on-celeba-hq-v1-0-test>)

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

Data updated: 2026-06-11T06:54:59.640Z

Evaluation of subject-driven image generation models, specifically using the DreamBooth methodology, tested on the CelebA-HQ v1.0 test split, 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 | Subject-driven Image Generation (DreamBooth) |
| Dataset (including any stated split) | CelebA-HQ v1.0 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 25 of 25 |
| 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/subject-driven-image-generation-dreambooth-on-celeba-hq-v1-0-test.md?metric=FID>): 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 |
| DreamBooth | 175.03 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 176.65 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 181.34 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 182.48 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 184.04 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 184.18 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 186.57 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 193.59 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 193.74 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 194.32 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 201.5 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 201.77 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 202.83 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 205.5 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 206.62 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 235.09 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 237 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 306.78 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 307.91 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 312.94 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 364.3 | Not recorded | 6a28f33f90966ade919c1717 |

### TS-LFO

FID: 165.86. Result ID: 6a2a5b02fbc373592c26dca5.

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

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

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

### TS-LFO

FID: 167.75. Result ID: 6a2a5b02fbc373592c26dc93.

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

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

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

### TS-LFO

FID: 170.15. Result ID: 6a2a5b02fbc373592c26dc9f.

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

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

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

### DreamBooth

FID: 172.42. Result ID: 6a2a5b02fbc373592c26dc8d.

[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.

### DreamBooth

FID: 175.03. Result ID: 6a2a5b02fbc373592c26dca0.

[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":"DisDiff"}. This record does not assert independent reproduction.

### Noise

FID: 176.65. Result ID: 6a2a5b02fbc373592c26dca1.

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

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

### TS-LFO

FID: 181.34. Result ID: 6a2a5b02fbc373592c26dc99.

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

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

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

### Noise

FID: 182.48. Result ID: 6a2a5b02fbc373592c26dc9b.

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

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

### GrIDPure

FID: 184.04. Result ID: 6a2a5b02fbc373592c26dc98.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

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

### IMPRESS

FID: 184.18. Result ID: 6a2a5b02fbc373592c26dca2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4ea24.md>)

[Implementation](<https://github.com/AAAAAAsuka/Impress>)

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

### Noise

FID: 186.57. Result ID: 6a2a5b02fbc373592c26dc8f.

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

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

### GrIDPure

FID: 193.59. Result ID: 6a2a5b02fbc373592c26dca4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

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

### DiffPure

FID: 193.74. Result ID: 6a2a5b02fbc373592c26dc97.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### DiffPure

FID: 194.32. Result ID: 6a2a5b02fbc373592c26dca3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### GrIDPure

FID: 201.5. Result ID: 6a2a5b02fbc373592c26dc9e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

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

### GrIDPure

FID: 201.77. Result ID: 6a2a5b02fbc373592c26dc92.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

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

### DiffPure

FID: 202.83. Result ID: 6a2a5b02fbc373592c26dc91.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### DiffPure

FID: 205.5. Result ID: 6a2a5b02fbc373592c26dc9d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### Noise

FID: 206.62. Result ID: 6a2a5b02fbc373592c26dc95.

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

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

### IMPRESS

FID: 235.09. Result ID: 6a2a5b02fbc373592c26dc96.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4ea24.md>)

[Implementation](<https://github.com/AAAAAAsuka/Impress>)

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

### DreamBooth

FID: 237. Result ID: 6a2a5b02fbc373592c26dc94.

[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":"AdvDM"}. This record does not assert independent reproduction.

### DreamBooth

FID: 306.78. Result ID: 6a2a5b02fbc373592c26dc9a.

[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":"SimAC"}. This record does not assert independent reproduction.

### IMPRESS

FID: 307.91. Result ID: 6a2a5b02fbc373592c26dc9c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4ea24.md>)

[Implementation](<https://github.com/AAAAAAsuka/Impress>)

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

### IMPRESS

FID: 312.94. Result ID: 6a2a5b02fbc373592c26dc90.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4ea24.md>)

[Implementation](<https://github.com/AAAAAAsuka/Impress>)

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

### DreamBooth

FID: 364.3. Result ID: 6a2a5b02fbc373592c26dc8e.

[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":"Anti-DreamBooth"}. This record does not assert independent reproduction.

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