# AIGI detection on DDA-COCO

Source: [AIGI detection on DDA-COCO](<https://www.sota2.com/research/sota/aigi-detection-on-dda-coco>)

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

Data updated: 2026-02-26T06:02:51.892Z

Evaluation of AIGI detection performance on the DDA-COCO dataset, reporting accuracy metrics for various Stable Diffusion models (SDXL, SD2, SD3.5L).

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 | AIGI detection |
| Dataset (including any stated split) | DDA-COCO |
| Metric | SDXL Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [SDXL Accuracy](<https://www.sota2.com/research/sota/aigi-detection-on-dda-coco.md?metric=SDXL%20Accuracy>): Higher is better; unit: PERCENT.

- [SD2 Accuracy](<https://www.sota2.com/research/sota/aigi-detection-on-dda-coco.md?metric=SD2%20Accuracy>): Higher is better; unit: PERCENT.

- [SD3.5L Accuracy](<https://www.sota2.com/research/sota/aigi-detection-on-dda-coco.md?metric=SD3.5L%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SDXL Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DDA | 94.9 | Not recorded | 698181eba8b01e76cc8e2944 |
| Effort | 51.1 | Not recorded | 698181eba8b01e76cc8e2944 |
| OMAT | 21.1 | Not recorded | 698181eba8b01e76cc8e2944 |
| SigLIP2-Linear | 7.1 | Not recorded | 698181eba8b01e76cc8e2944 |
| PE-CLIP-Linear | 6.6 | Not recorded | 698181eba8b01e76cc8e2944 |
| MetaCLIP2-Linear | 5.7 | Not recorded | 698181eba8b01e76cc8e2944 |
| DINOv3-Linear | 3 | Not recorded | 698181eba8b01e76cc8e2944 |
| CNNSpot | 1.4 | Not recorded | 698181eba8b01e76cc8e2944 |

### DDA

SDXL Accuracy: 94.9. Result ID: 69975d505698665ec4afe518.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4a1e209131cea8d6a9.md>)

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

### Effort

SDXL Accuracy: 51.1. Result ID: 69975d505698665ec4afe51a.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a71e209131cea79a6c.md>)

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

### OMAT

SDXL Accuracy: 21.1. Result ID: 69975d505698665ec4afe519.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ff1e209131cea7b8a9.md>)

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

### SigLIP2-Linear

SDXL Accuracy: 7.1. Result ID: 69975d505698665ec4afe51b.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

Recorded evaluation configuration: {"Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### PE-CLIP-Linear

SDXL Accuracy: 6.6. Result ID: 69975d505698665ec4afe51d.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

Recorded evaluation configuration: {"Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### MetaCLIP2-Linear

SDXL Accuracy: 5.7. Result ID: 69975d505698665ec4afe51c.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

Recorded evaluation configuration: {"Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### DINOv3-Linear

SDXL Accuracy: 3. Result ID: 69975d505698665ec4afe51e.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

Recorded evaluation configuration: {"Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### CNNSpot

SDXL Accuracy: 1.4. Result ID: 69975d505698665ec4afe517.

[Reporting paper](<https://www.sota2.com/research/paper/698181eba8b01e76cc8e2944.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b26.md>)

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

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