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How-Diffusion-Models-Work

In How Diffusion Models Work, you will gain a deep familiarity with the diffusion process and the models which carry it out. More than simply pulling in a pre-built model or using an API, this course will teach you to build a diffusion model from scratch.

context controlling diffusion-models fast-sampling neural-network sampling speeding-up training

Creat：2023-06-05T10:48:08

Update：2025-03-24T08:55:55

https://www.deeplearning.ai/short-courses/how-diffusion-models-work/

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Awesome Diffusion Models

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A collection of resources and papers on Diffusion Models

VAR

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[NeurIPS 2024 Best Paper][GPT beats diffusion?] [scaling laws in visual generation?] Official impl. of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction". An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation!

StyleTTS2

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StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models

SUPIR

SUPIR aims at developing Practical Algorithms for Photo-Realistic Image Restoration In the Wild. Our new online demo is also released at suppixel.ai.

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LTX Video

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《Pytorch实用教程》（第二版）无论是零基础入门，还是CV、NLP、LLM项目应用，或是进阶工程化部署落地，在这里都有。相信在本书的帮助下，读者将能够轻松掌握 PyTorch 的使用，成为一名优秀的深度学习工程师。

Diffusion Models Papers Survey Taxonomy

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Diffusion model papers, survey, and taxonomy

DreamCraft3D

[ICLR 2024] Official implementation of DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

Awesome Video Diffusion Models

[CSUR] A Survey on Video Diffusion Models