Elucidating the Design Space of Diffusion-Based Generative Models
Paper
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2206.00364
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Published
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13
Diffusion
Collection of papers that I find important for diffusion models
Note a.k.a Karras et al 2020. Talks about the samplers Euler. Also the base for k-diffusion by Katherine Crowson. https://github.com/crowsonkb/k-diffusion
Step-by-Step Diffusion: An Elementary Tutorial
Paper • 2406.08929 • Published • 2Note A generalized math based approach to diffusion models. Includes SDE, ODE and Flow matching perspectives.
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Denoising Diffusion Probabilistic Models
Paper • 2006.11239 • Published • 3 -
Denoising Diffusion Implicit Models
Paper • 2010.02502 • Published • 3
Classifier-Free Diffusion Guidance
Paper • 2207.12598 • Published • 2Note Introduces cfg, letting images be conditioned on text prompts
High-Resolution Image Synthesis with Latent Diffusion Models
Paper • 2112.10752 • Published • 12Note Introduces LDM. Basically diffusion in latent space.