# Textual Inversion on CelebA-HQ

Source: [Textual Inversion on CelebA-HQ](<https://www.sota2.com/research/sota/textual-inversion-on-celeba-hq>)

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

Data updated: 2026-06-11T06:55:00.170Z

Evaluation of Textual Inversion performance on the CelebA-HQ dataset, typically measured using FID, CLIPimg 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 | Textual Inversion |
| Dataset (including any stated split) | CelebA-HQ |
| 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/textual-inversion-on-celeba-hq.md?metric=FID>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Undefended | 187.86 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 192.67 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 204.8 | Not recorded | 6a28f33f90966ade919c1717 |
| DisDiff | 205.94 | Not recorded | 6a28f33f90966ade919c1717 |
| TS-LFO | 224.5 | Not recorded | 6a28f33f90966ade919c1717 |
| AdvDM | 256.91 | Not recorded | 6a28f33f90966ade919c1717 |
| SimAC | 286.98 | Not recorded | 6a28f33f90966ade919c1717 |

### Undefended

FID: 187.86. Result ID: 6a2a5b02fbc373592c26dd10.

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

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

### TS-LFO

FID: 192.67. Result ID: 6a2a5b02fbc373592c26dd16.

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

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

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

### TS-LFO

FID: 204.8. Result ID: 6a2a5b02fbc373592c26dd14.

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

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

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

### DisDiff

FID: 205.94. Result ID: 6a2a5b02fbc373592c26dd15.

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

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

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

### TS-LFO

FID: 224.5. Result ID: 6a2a5b02fbc373592c26dd12.

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

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

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

### AdvDM

FID: 256.91. Result ID: 6a2a5b02fbc373592c26dd11.

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

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

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

### SimAC

FID: 286.98. Result ID: 6a2a5b02fbc373592c26dd13.

[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: {"Defense Status":"Defended"}. This record does not assert independent reproduction.

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