Image quality metric (Generative AI)

Image Quality Metrics for Generative AI 

 

1. PSNR (Peak Signal to Noise Ratio)
1.  Image Quality Metrics: PSNR vs. SSIM
2. SSIM (Structural SIMilarity)
1.  Image quality assessment: from error visibility to structural similarity
2.  Understanding SSIM
3. The SSIM Index for Image Quality Assessment 
3. FID (Frechet Inception Distance)
1.  GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium
2. Frechet distance 
1. How long should your dog leash be? 
4. LPIPS
1.  The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

 

Code Review - C++

- Papers

• Challenges of Refactoring C Programs 
• https://refactoring.guru/design-patterns/cpp 
• Discipline Matters: Refactoring of Preprocessor Directives in the #ifdef Hell 
• Embracing the C preprocessor during refactoring 

 

- Articles

• Why Google Stores Billions of Lines of Code in a single Repository
• Software Engineering at Google  
• C to C++: 5 Tips for Refactoring C Code into C++
• Tips for C++ Refactoring 
• Refactoring for C/C++ and C#: Let the Machine do the Work
• Refactoring in C++: Top Techniques and Best Practices

 

- Books

• Clean Code
• Clean Coder
• Software Engineering at Google 
  

LVM - DDPM, DDIM

1. Evaluation
1. Inception Score
2. FID (Freche Inception Distance)
2. LVM - Large Visual Model
1. GAN
2. DDPM: denoising diffusion probabilistic models (https://arxiv.org/abs/2006.11239)
3. DDIM: denoising diffusion models (https://arxiv.org/abs/2010.02502)