Welcome to MMGeneration’s documentation!

Get Started

• Prerequisites
• Installation
  • Best Practices
  • Verify the Installation
  • Customize Installation
  • Trouble shooting
• Developing with multiple MMGeneration versions
• Model Zoo Statistics

Quick Run

• 1: Inference and train with existing models and standard datasets
  • Generate samples with existing models
• 2: Prepare dataset for training and testing
  • Datasets for unconditional models
  • Datasets for image translation models
• 3: Train existing models
  • Training with multiple machines
  • Training on CPU
• 4: Test existing models
  • FID
  • Precision and Recall
  • IS
  • PPL
  • SWD
  • MS-SSIM
• 5: Evaluation during training

Tutorials

• Tutorial 1: Learn about Configs
  • Modify config through script arguments
  • Config File Structure
  • Config Name Style
  • An Example of StyleGAN2
  • FAQ
• Tutorial 2: Customize Datasets
  • Datasets for unconditional models
  • Datasets for image translation models
• Tutorial 3: Customize Models
  • Develop new components
• Tutorial 4: Design of Our Loss Modules
  • Design of loss modules
• Tutorial 5: How to Extract Inception State for FID Evaluation
  • Load Images
  • Define the Version of Inception Net
  • Control Number of Images to Calculate Inception State
  • Control the Shuffle Operation in Data Loading
  • Note on Inception State Extraction between Various Code Bases
• Tutorial 6: DDP Training in MMGeneration
  • Summary of ways for DDP Training
  • MMDDP/PyTorch DDP + Dynamic Runner
  • DDP Wrapper
• Tutorial 7: Customize Runtime Settings
  • Customize optimization settings
  • Customize training schedules
  • Customize workflow
  • Customize hooks
• Tutorial 8: Applications with Generative Models
  • Interpolation
  • Projection
  • Manipulation

Notes

• Changelog
  • v0.1.0 (20/04/2021)
  • v0.2.0 (30/05/2021)
  • v0.3.0 (02/08/2021)
  • v0.4.0 (03/11/2021)
  • v0.5.0 (12/01/2022)
  • v0.6.0 (07/03/2022)
  • v0.7.0 (02/04/2022)
  • v0.7.1 (30/04/2022)
  • v0.7.2 (12/09/2022)
  • v0.7.3 (14/04/2023)
• FAQ
  • Installation

Switch Language

• English
• 简体中文

API Reference

• mmgen.apis
• mmgen.core
  • evaluation
  • hooks
  • optimizer
  • runners
  • scheduler
• mmgen.datasets
  • datasets
  • pipelines
• mmgen.models
  • architectures
  • common
  • gans
  • losses

Indices and tables

• Index

• Search Page