# Personalized Image Generation on Person category

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

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

Data updated: 2026-02-26T05:34:51.604Z

Evaluation of personalized image generation models using the 'Person category' dataset, assessed via metrics like Align, Face distance, and Reconstruction fidelity.

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 |
| Metric | Alignment Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

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

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

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

## Recorded results

| Method | Alignment Score | Result date | Report paper |
| --- | --- | --- | --- |
| InstantBooth | 0.314 | Not recorded | 68fa6f091e209131cea4376a |
| InstantBooth | 0.3135 | Not recorded | 68fa6f091e209131cea4376a |
| DreamBooth | 0.3088 | Not recorded | 68fa6f091e209131cea4376a |
| Textual Inversion | 0.2556 | Not recorded | 68fa6f091e209131cea4376a |

### InstantBooth

Alignment Score: 0.314. Result ID: 69907e3b3a6c31484900f881.

[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: {"Time (s)":"6"}. This record does not assert independent reproduction.

### InstantBooth

Alignment Score: 0.3135. Result ID: 69907e3b3a6c31484900f882.

[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: {"Time (s)":"6","Masked images as input":true}. This record does not assert independent reproduction.

### DreamBooth

Alignment Score: 0.3088. Result ID: 69907e3b3a6c31484900f880.

[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: {"Time (s)":"~600"}. This record does not assert independent reproduction.

### Textual Inversion

Alignment Score: 0.2556. Result ID: 69907e3b3a6c31484900f87f.

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

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

Recorded evaluation configuration: {"Time (s)":"~1500"}. This record does not assert independent reproduction.

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