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Diffusion models for 2D/3D generation
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Module 1
Diffusion Theory and DDPM Fundamentals
1
Forward Diffusion Process Simulation and Verification
Implement a simulation of the forward diffusion process and verify its key mathematical properties
2
Reverse Diffusion in Score-Based Generative Models
Explain the reverse diffusion process and its connection to score-based generative models
3
ELBO and DDPM Training
Analyze the variational lower bound (ELBO) objective to understand the DDPM training process
4
Diffusion Model Objectives
Analyze and compare different training objective formulations for diffusion models
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Advanced Sampling and Inference