Return to course: Stable Diffusion – Level 2 Stable Diffusion Art

Stable Diffusion - Level 2

Image-to-image

Introduction - Image-to-image

What is image-to-image?

How does image-to-image work?

Image-to-image step-by-step

Exercise - Image-to-image

Quiz - Image-to-image

Checkpoint model 2

Extension for installing models

Merging two models

Model file formats

Other model types

Quiz - Checkpoint model 2

Prompt building 2

Introduction - Prompt building 2

Keyword blending

Consistent face

Studying keywords

Association effect

Effect of checkpoint models

Quizzes - Prompt building 2

AUTOMATIC1111 extensions

Introudction - AUTOMATIC1111 extensions

Installing extensions

Civitai Helper extension

Infinite Browser extension

LoRA

Introduction - LoRA models

How does LoRA work?

How to find and use LoRA?

Some useful LoRA models

Exercise - LoRA

Textual Inversion

Introduction - Textual Inversion

What is textual inversion?

How to install textual inversion

How to use textual inversion

Some useful textual inversions

Exercises - Textual Inversion

Textual inversions are keywords

Quiz - Textual inversion

Hypernetwork

Introduction - Hypernetwork

What is Hypernetwork?

How to find and install hypernetworks?

How to use hypernetworks?

Some hypernetwork examples

Quiz - Hypernetwork

AI Upscalers

Introduction - Upscalers

What is an AI upscaler?

How does an AI upscaler work?

Use an AI upscaler

AI upscalers overview

Install additional upscalers

Quiz - AI upscalers

How Stable Diffusion work 2

Introduction - How Stable Diffusion work 2

Text-to-image review

Stable Diffusion v2

Stable Diffusion XL

Quiz - How Stable Diffusion work 2

ControlNet 1

Introduction - ControlNet 1

What is ControlNet?

Installing ControlNet extension

Updating ControlNet extension

A simple usage example

Preprocessors and models

ControlNet Openpose

ControlNet Canny

ControlNet IP adapter

Quiz - ControlNet 1

An End-to-end workflow 2

Introduction to End-to-end workflow 2

Step 1: Build a base prompt

Step 2: Select a model

Step 3: Refine the prompt

Step 4: Fix defects with inpainting

Step 5: Enlarge image with AI upscaler

Exercise - End-to-end workflow 2

Quiz – AI upscalers

What is an AI upscaler? *

A simple algorithm like the nearest neighbor

A neural network model trained with large number of images

A color correction model

What's the difference between AI and traditional upscalers? *

AI upscalers produce larger image.

AI upsclaers run faster.

AI upscaler fills in details.

AI upscaler intelligently edit the content.

Which AI upscaler serves as the base model of other upscalers? *

LDSR

ESRGAN

4x UltraSharp

Universal Upscaler v2

On which page do you use an AI upscaler in Automatic1111? *

txt2img

img2img

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