From Diffusion to One-Step Generation: A Comparative Study of Flow-Based Models with Application to Image Inpainting

Umang Agarwal, Rudraksh Sangore, Sumit Laddha

We present a comprehensive comparative study of three generative modeling paradigms: Denoising Diffusion Probabilistic Models (DDPM), Conditional Flow Matching (CFM), and MeanFlow.…