GLAZE evaluation using Image Quality Assessment
Content Invariance Metrics:
- LPIPS
- SSIM
- PSNR
Content Variant Metrics:
- Frechet Inception Distance (FID)
- Inception Score (IS)
CNN Classification:
- InceptionV3
- InceptionResnetV2
- ConvNextTiny
Glaze is a system designed to protect human artists by disrupting style mimicry. At a high level, Glaze works by understanding the AI models that are training on human art, and using machine learning algorithms, computing a set of minimal changes to artworks, such that it appears unchanged to human eyes, but appears to AI models like a dramatically different art style.
more information here
Dataset from rokoism, aka me😜.