# Identity-Preserving Image Generation on MultiID-Bench 1-people

Source: [Identity-Preserving Image Generation on MultiID-Bench 1-people](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people>)

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

Data updated: 2026-03-17T10:42:31.298Z

Evaluation of models performing identity-preserving image generation using the MultiID-Bench 1-people dataset, assessed using metrics covering identity similarity (Sim(GT), Sim(Ref)), identity preservation (CP), and CLIP alignment (CLIP-I, CLIP-T).

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 | Identity-Preserving Image Generation |
| Dataset (including any stated split) | MultiID-Bench 1-people |
| Metric | Sim(GT) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Sim(GT)](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people.md?metric=Sim(GT)>): Higher is better; unit: SCALAR.

- [Sim(Ref)](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people.md?metric=Sim(Ref)>): Higher is better; unit: SCALAR.

- [CP](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people.md?metric=CP>): Higher is better; unit: SCALAR.

- [CLIP-I](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people.md?metric=CLIP-I>): Higher is better; unit: SCALAR.

- [CLIP-T](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people.md?metric=CLIP-T>): Higher is better; unit: SCALAR.

- [Aes](<https://www.sota2.com/research/sota/identity-preserving-image-generation-on-multiid-bench-1-people.md?metric=Aes>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Sim(GT) | Result date | Report paper |
| --- | --- | --- | --- |
| GT | 1 | Not recorded | 69b8e0240636e5bf4afbec3f |
| Ref | 0.521 | Not recorded | 69b8e0240636e5bf4afbec3f |
| InstantID | 0.464 | Not recorded | 69b8e0240636e5bf4afbec3f |
| WithAnyone | 0.46 | Not recorded | 69b8e0240636e5bf4afbec3f |
| UMO | 0.458 | Not recorded | 69b8e0240636e5bf4afbec3f |
| DreamO | 0.454 | Not recorded | 69b8e0240636e5bf4afbec3f |
| PuLID | 0.452 | Not recorded | 69b8e0240636e5bf4afbec3f |
| AnyPhoto | 0.448 | Not recorded | 69b8e0240636e5bf4afbec3f |
| UniPortrait | 0.447 | Not recorded | 69b8e0240636e5bf4afbec3f |
| InfU | 0.439 | Not recorded | 69b8e0240636e5bf4afbec3f |
| ID-Patch | 0.426 | Not recorded | 69b8e0240636e5bf4afbec3f |
| GPT-4o-Image | 0.425 | Not recorded | 69b8e0240636e5bf4afbec3f |
| USO | 0.401 | Not recorded | 69b8e0240636e5bf4afbec3f |
| OmniGen | 0.398 | Not recorded | 69b8e0240636e5bf4afbec3f |
| OmniGen2 | 0.365 | Not recorded | 69b8e0240636e5bf4afbec3f |
| FLUX.1 Kontext | 0.324 | Not recorded | 69b8e0240636e5bf4afbec3f |
| Qwen-Image-Edit | 0.324 | Not recorded | 69b8e0240636e5bf4afbec3f |
| UNO | 0.304 | Not recorded | 69b8e0240636e5bf4afbec3f |

### GT

Sim(GT): 1. Result ID: 69b9300247f34ce924a29e28.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

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

### Ref

Sim(GT): 0.521. Result ID: 69b9300247f34ce924a29e29.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

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

### InstantID

Sim(GT): 0.464. Result ID: 69b9300247f34ce924a29e25.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72191e209131cea54744.md>)

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

### WithAnyone

Sim(GT): 0.46. Result ID: 69b9300247f34ce924a29e26.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd4.md>)

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

### UMO

Sim(GT): 0.458. Result ID: 69b9300247f34ce924a29e20.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b321e209131cea872ae.md>)

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

### DreamO

Sim(GT): 0.454. Result ID: 69b9300247f34ce924a29e18.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea8977a.md>)

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

### PuLID

Sim(GT): 0.452. Result ID: 69b9300247f34ce924a29e24.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683d1.md>)

[Implementation](<https://github.com/ToTheBeginning/PuLID>)

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

### AnyPhoto

Sim(GT): 0.448. Result ID: 69b9300247f34ce924a29e27.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

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

### UniPortrait

Sim(GT): 0.447. Result ID: 69b9300247f34ce924a29e21.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c31e209131cea63a4c.md>)

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

### InfU

Sim(GT): 0.439. Result ID: 69b9300247f34ce924a29e23.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4c1e209131cea824c6.md>)

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

### ID-Patch

Sim(GT): 0.426. Result ID: 69b9300247f34ce924a29e22.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74f99.md>)

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

### GPT-4o-Image

Sim(GT): 0.425. Result ID: 69b9300247f34ce924a29e1d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

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

### USO

Sim(GT): 0.401. Result ID: 69b9300247f34ce924a29e1f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae71e209131cea85d4d.md>)

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

### OmniGen

Sim(GT): 0.398. Result ID: 69b9300247f34ce924a29e19.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a322.md>)

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

### OmniGen2

Sim(GT): 0.365. Result ID: 69b9300247f34ce924a29e1a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89864.md>)

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

### FLUX.1 Kontext

Sim(GT): 0.324. Result ID: 69b9300247f34ce924a29e1b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### Qwen-Image-Edit

Sim(GT): 0.324. Result ID: 69b9300247f34ce924a29e1c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6a1e209131cea83137.md>)

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

### UNO

Sim(GT): 0.304. Result ID: 69b9300247f34ce924a29e1e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0240636e5bf4afbec3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75602.md>)

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

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