Analysing The Spectral Biases in Generative Models

Amitoj Singh Miglani, Shweta Singh, Vidit Aggarwal

Blogpost Url: https://d2jud02ci9yv69.cloudfront.net/2025-04-28-analysing-the-spectral-biases-in-generative-models-177/blog/analysing-the-spectral-biases-in-generative-models/

Abstract: Diffusion and GAN models have demonstrated remarkable success in synthesizing high-quality images propelling them into various real-life applications across different domains. However, it has been observed that they exhibit spectral biases that impact their ability to generate certain frequencies and makes it pretty straightforward to distinguish real images from fake ones. In this blog we analyze these models and attempt to explain the reason behind these biases.

Conflict Of Interest: N/A

Submission Number: 91