SpectralCanary uses low-frequency traces to audit T2I dataset use
With SD3.5 across five datasets it averages 92.4% per-generation TPR at 1% FPR and mean ΔFID of 0.05.
Stories per day · 30 days
2 RSS
5 stories, newest first · one card per story
Stories tagged #stable-diffusion
WaveMark: Robust Wavelet-Domain Image Watermarking for Diffusion Models
WaveMark watermarks diffusion noise in the wavelet domain and keeps over 88% accuracy under removal attacks.
ReGain: Restoring Subject Fidelity in Personalization on Synthetic Images
ReGain downscales inflated guidance so DreamBooth on synthetic images recovers much of real-photo subject fidelity.
Forging Tree-Ring: Reproducing and Instrumenting Black-Box Semantic Watermark Forgery
Reprompt watermark forgery reproduces on Stable Diffusion XL using free-tier T4 GPUs, with forged images accepted by the genuine detector 5 of 6 times.
Rebuilding AUTOMATIC1111 with Gradio Workflow
Hugging Face demonstrates rebuilding the AUTOMATIC1111 Stable Diffusion web interface using its Gradio Workflow framework.