# Subject-driven Image Generation (DreamBooth) on LSUN-sheep 2015 (test)

Source: [Subject-driven Image Generation (DreamBooth) on LSUN-sheep 2015 (test)](<https://www.sota2.com/research/sota/subject-driven-image-generation-dreambooth-on-lsun-sheep-2015-test>)

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

Data updated: 2026-06-11T06:54:59.676Z

Evaluation of subject-driven image generation models (using the DreamBooth methodology) tested on the LSUN Sheep dataset, 2015 test split, assessed via 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) | LSUN-sheep 2015 (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-lsun-sheep-2015-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| DreamBooth | 297.63 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 301.74 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 303.08 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 304.83 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 305.03 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 306.16 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 307.01 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 308.4 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 311.2 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 322.08 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 325.26 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 328.96 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 331.21 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 335.4 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 337.86 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 355.94 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 366.46 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 369.24 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 385.16 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 387.59 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 395.2 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 414.84 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 417.01 | Not recorded | 6a28f33f90966ade919c1717 |
| DreamBooth | 417.33 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 419.27 | Not recorded | 6a28f33f90966ade919c1717 |

### DreamBooth

FID: 297.63. Result ID: 6a2a5b02fbc373592c26dca6.

[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.

### TS-LFO

FID: 301.74. Result ID: 6a2a5b02fbc373592c26dcb8.

[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.

### TS-LFO

FID: 303.08. Result ID: 6a2a5b02fbc373592c26dcac.

[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: 304.83. Result ID: 6a2a5b02fbc373592c26dcbe.

[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.

### DiffPure

FID: 305.03. Result ID: 6a2a5b02fbc373592c26dcb6.

[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.

### TS-LFO

FID: 306.16. Result ID: 6a2a5b02fbc373592c26dcb2.

[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.

### DiffPure

FID: 307.01. Result ID: 6a2a5b02fbc373592c26dcaa.

[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: 308.4. Result ID: 6a2a5b02fbc373592c26dcbc.

[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.

### DiffPure

FID: 311.2. Result ID: 6a2a5b02fbc373592c26dcb0.

[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.

### Noise

FID: 322.08. Result ID: 6a2a5b02fbc373592c26dca8.

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

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

### Noise

FID: 325.26. Result ID: 6a2a5b02fbc373592c26dcba.

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

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

### GrIDPure

FID: 328.96. Result ID: 6a2a5b02fbc373592c26dcb7.

[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.

### Noise

FID: 331.21. Result ID: 6a2a5b02fbc373592c26dcb4.

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

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

### GrIDPure

FID: 335.4. Result ID: 6a2a5b02fbc373592c26dcab.

[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.

### GrIDPure

FID: 337.86. Result ID: 6a2a5b02fbc373592c26dcbd.

[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.

### GrIDPure

FID: 355.94. Result ID: 6a2a5b02fbc373592c26dcb1.

[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: 366.46. Result ID: 6a2a5b02fbc373592c26dca9.

[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: 369.24. Result ID: 6a2a5b02fbc373592c26dca7.

[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.

### Noise

FID: 385.16. Result ID: 6a2a5b02fbc373592c26dcae.

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

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

### IMPRESS

FID: 387.59. Result ID: 6a2a5b02fbc373592c26dcbb.

[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.

### DreamBooth

FID: 395.2. Result ID: 6a2a5b02fbc373592c26dcb9.

[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.

### DreamBooth

FID: 414.84. Result ID: 6a2a5b02fbc373592c26dcb3.

[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: 417.01. Result ID: 6a2a5b02fbc373592c26dcaf.

[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: 417.33. Result ID: 6a2a5b02fbc373592c26dcad.

[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.

### IMPRESS

FID: 419.27. Result ID: 6a2a5b02fbc373592c26dcb5.

[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.

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