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Table of Contents

dev

Get Started

Overview
Prerequisites
Installation
15 minutes to get started with MMYOLO object detection
15 minutes to get started with MMYOLO rotated object detection
15 minutes to get started with MMYOLO instance segmentation

Recommended Topics

Contributing to OpenMMLab
Training testing tricks
Model design instructions
Algorithm principles and implementation
MMYOLO application examples
Replace the backbone network
Model Complexity Analysis
Annotation-to-deployment workflow for custom dataset
Visualization
MMDeploy deployment tutorial
EasyDeploy deployment tutorial
Troubleshooting steps for common errors
MM series repo essential basics
Dataset preparation and description

Common Usage

Resume training
Automatic mixed precision（AMP）training
Multi-scale training and testing
TTA Related Notes
Plugins
Freeze layers
Output prediction results
Set the random seed
Module combination
Use mim to run scripts from other OpenMMLab repositories
Apply multiple Necks
Specify specific GPUs during training or inference
Single and multi-channel application examples

Useful Tools

Visualize COCO labels
Visualize Datasets
Print the whole config
Visualize dataset analysis
Optimize anchors size
Extracts a subset of COCO
Hyper-parameter Scheduler Visualization
Dataset Conversion
Download Dataset
Log Analysis
Convert Model

Basic Tutorials

Learn about Configs with YOLOv5
Mixed image data augmentation update
Customize Installation
Common Warning Notes
Frequently Asked Questions

Advanced Tutorials

MMYOLO cross-library application

Model Zoo

Model Zoo and Benchmark

Notes

Changelog
Compatibility of MMYOLO
Conventions
Code Style

API Reference

mmyolo.datasets
mmyolo.engine
mmyolo.models
mmyolo.utils

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MM series repo essential basics

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