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--- | ||
layout: post | ||
gh-repo: johnjaejunlee95/johnjaejunlee95.github.io | ||
gh-badge: [star, follow] | ||
comments: true | ||
author: johnjaejunlee95 | ||
title: "[논문리뷰] Denoising Diffusion Implicit Model" | ||
date: "2025-01-01" | ||
permalink: /ddim/ | ||
description: "" | ||
categories: [Generative Model] | ||
toc: False | ||
hits: true | ||
# toc_sticky: True | ||
tags: [Generative, Diffusion Model, Gaussian Distribution] | ||
use_math: true | ||
author_profile: true | ||
published: false | ||
sidebar: | ||
nav: "docs" | ||
--- | ||
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<div>약 1년반 전에 처음으로 generative model에 대해서 posting을 했습니다. 그 후로 generative model 관련해서는 거의 보지 못했네요... | ||
<br><br>그렇게 마음먹고 선택한 첫번째 field는 Generative Model 쪽입니다. Generative Model에는 VAE부터 시작해서 GAN 등등 여러가지가 있지만 제가 입문한 첫번째는 최근에 가장 많이 사용되고 있는 Diffusion Model입니다. 그 중에서도 시초격인 논문: Denoising Diffusion Implicit Model를 골랐습니다. 😃 </div> | ||
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## Reference: | ||
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- [Denoising Diffusion Probabilistic Model(DDPM) Paper](https://arxiv.org/pdf/2006.11239.pdf) | ||
- [Diffusion Model 수학이 포함된 tutorial](https://youtu.be/uFoGaIVHfoE) | ||
- [Lil'Log's blog - What are Diffusion Models?](https://lilianweng.github.io/posts/2021-07-11-diffusion-models/) | ||
- [PR-409 Denoising Diffusion Probabilistic Models](https://www.youtube.com/watch?v=1j0W_lu55nc) | ||
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