🧠 Daily Study Log [2025-09-19]
Planned a 6-week research roadmap for the color–pose study, proposed an AI-Guard idea against scams, and reviewed DDPM experimental results showing state-of-the-art performance.

💡 Idea

• Proposed AI-Guard
• Concept: A system to detect and prevent AI-related scams, ensuring authenticity and safety in everyday use.

📖 Paper Study

• Continued Denoising Diffusion Probabilistic Models (DDPM) study.
• Day 4 – Experiments & Results
  • Achieved state-of-the-art FID/IS on CIFAR-10, competitive results on LSUN & CelebA HQ.
  • Generated images were sharp, diverse, and stable without GAN-like mode collapse.
  • Demonstrated diffusion models as a strong alternative to GANs for image synthesis.

🏆 Research Plan – Color × Pose Estimation

• Outlined a 6-week study plan:
  • Week 1: Finalized research question & dataset design
  • Week 2: Dancer shooting under color/background conditions
  • Week 3: Skeleton extraction pipeline setup
  • Week 4: Color quantification + preliminary analysis
  • Week 5: Statistical testing (ANOVA, correlation)
  • Week 6: Paper writing & result discussion

✅ TL;DR

📍 New idea: AI-Guard against scams
📍 DDPM shows GAN-level or better results with stable training
📍 Planned 6-week roadmap for color–pose estimation study