Diffusion and image-model forensics.

Style attribution, training-data membership, and concept memorization for Stable Diffusion, Midjourney, DALL-E, and image-to-image models.

• D-TRAK
  Diffusion-model training-data attribution
• Textual Inversion forensics
  Patentable IPLYR innovation
• SSCD + DINOv2
  Perceptual fingerprinting
• CSD style attribution
  Art-style memorization (Getty-style matters)
• Collective Dataset Inference
  Dataset-level MIA (CVPR 2025)
• DIRE / DIVID
  Diffusion artifact detection
• Concept ablation
  What concepts a model has actually learned

Photo agency monitoring frontier image models (Getty v. Stability comparable).
Artist estate tracking style memorization.
Stock library catalog protection.
News photo archive monitoring.