StyleGAN
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| AI-generated image detection | StyleGAN | mAP1 | 29 | |
| Image Demorphing | StyleGAN | Restoration Accuracy95.97 | 26 | |
| AI-generated image detection | StyleGAN2 | Acc99.2 | 24 | |
| AI Image Detection | StyleGAN3 | Accuracy90 | 12 | |
| Forgery Detection | StyleGAN 3 | Balanced Accuracy95 | 11 | |
| Forgery Detection | StyleGAN-XL | Balanced Accuracy93.5 | 11 | |
| AI-generated image detection | StyleGAN generator (test) | Accuracy99.42 | 11 | |
| AI-Generated Image Detection | StyleGAN-XL | Accuracy94.8 | 10 | |
| Fake image detection | StyleGAN2 | AA Score99.57 | 9 | |
| Adversarial Attack on Deepfake Detectors | StyleGAN v2 (test) | ASR (DCTA)0.934 | 9 | |
| Synthetic Face Detection | StyleGAN ID | Accuracy100 | 7 | |
| Facial Attribute Editing | StyleGAN (test) | AA (Age)77.64 | 7 | |
| Face Demorphing | StyleGAN | PSNR19.56 | 6 | |
| Fake Image Detection | StyleGAN (test) | AP96.7 | 6 | |
| Generated Image Detection | StyleGan2 | AUC80 | 5 | |
| Deepfake Attack | StyleGANv2 spatial-based (test) | ResNet Accuracy100 | 4 | |
| Image Editing | StyleGAN2 | FID7.3 | 3 | |
| AI Image Detection | StyleGAN3 (test) | Accuracy99.78 | 1 | |
| Image Attribute Editing | StyleGAN2 Age + Race + Pitch | Metric- | 0 | |
| Image Attribute Editing | StyleGAN2 Gender + Bangs + Yaw | Metric- | 0 |
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