# Personalized Image Generation on person category (test)

Source: [Personalized Image Generation on person category (test)](<https://www.sota2.com/research/sota/personalized-image-generation-on-person-category-test>)

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

Data updated: 2026-02-26T05:59:09.575Z

Evaluation of personalized image generation models using the test split of the person category dataset, assessed via Quality, Alignment, and Identity metrics.

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 | Personalized Image Generation |
| Dataset (including any stated split) | person category (test) |
| Metric | Quality Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Quality Score](<https://www.sota2.com/research/sota/personalized-image-generation-on-person-category-test.md?metric=Quality%20Score>): Higher is better; unit: SCALAR.

- [Alignment Score](<https://www.sota2.com/research/sota/personalized-image-generation-on-person-category-test.md?metric=Alignment%20Score>): Higher is better; unit: SCALAR.

- [Identity Score](<https://www.sota2.com/research/sota/personalized-image-generation-on-person-category-test.md?metric=Identity%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Quality Score | Result date | Report paper |
| --- | --- | --- | --- |
| InstantBooth | 3.89 | Not recorded | 68fa6f091e209131cea4376a |
| DreamBooth | 3.55 | Not recorded | 68fa6f091e209131cea4376a |
| Textual Inversion | 2.69 | Not recorded | 68fa6f091e209131cea4376a |

### InstantBooth

Quality Score: 3.89. Result ID: 69907e3b3a6c31484900f885.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea4376a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea4376a.md>)

[Implementation](<https://jshi31.github.io/InstantBooth/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DreamBooth

Quality Score: 3.55. Result ID: 69907e3b3a6c31484900f884.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea4376a.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Textual Inversion

Quality Score: 2.69. Result ID: 69907e3b3a6c31484900f883.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea4376a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d2d1e209131cea38190.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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