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

Aspect Ratio Helper

Negative Prompts

Introduction - Negative prompt

What is negative prompt?

How does negative prompt work?

How to write a good negative prompt?

Boilerplate negative prompts

Quiz - Negative prompt

LoRA

Introduction - LoRA models

How does LoRA work?

How to find and use LoRA?

Some useful LoRA models

Exercise - LoRA

Generating Realistic People

Introduction - realistic people

Prompt for realistic people

Models for realistic people

LoRA for realistic people

Exercise - generate realistic people

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

Negative embeddings

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 – Checkpoint model 2

Which checkpoint model format should you get whenever possible? *

pt

safetensors

pytorch

full

Which file format should you get if you just want to use the model? *

EMA-only

Full

The quality of images varies significantly between the FP16 and FP32 models. *

True

False

What are other model file types? *

LoRA

Textual inversion

Hypernetwork

Reverse Diffusion