Skip to Content
ゼロから作るDeep Learning ❺ ―生成モデル編
book

ゼロから作るDeep Learning ❺ ―生成モデル編

by 斎藤 康毅
April 2024
Intermediate to advanced
336 pages
3h 27m
Japanese
O'Reilly Japan, Inc.
Content preview from ゼロから作るDeep Learning ❺ ―生成モデル編

ステップ10拡散モデルの応用

拡散モデルを使った代表的なアプリケーションには、Stable DiffusionやMidjourneyなどがあります。それらはテキストから画像を生成するサービスであり、「条件付き拡散モデル」によって実現できます。本ステップでは「条件付き拡散モデル」の原理を学び、その実装を行います。また、Stable Diffusionなどの最先端の画像生成AIがどのような要素技術を使っているかについても説明します。

10.1 条件付き拡散モデル

これまで私たちはデータ\boldsymbol xの確率であるp({\boldsymbol x})をモデル化してきました。しかし実用的には、条件付き確率であるp({\boldsymbol x}\mid y)をモデル化することのほうが望まれます(ここでyは条件を表します)。をモデル化できれば、条件によって、生成したいをコントロールできます。

条件には、テキスト、画像、ラベルなどが考えられます。たとえば、 ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

ゼロから作るDeep Learning ❻ ―LLM編

ゼロから作るDeep Learning ❻ ―LLM編

斎藤 康毅

Publisher Resources

ISBN: 9784814400591Publisher Website