Discover cj-mills/pytorch-keypoint-rcnn-tutorial-code Open Source

This tutorial covers training an object detector with the IceVision library and implementing it in a Unity game engine project using the OpenVINO Toolkit.

icevision-openvino-unity-tutorial

This tutorial series covers how to perform object detection in the Unity game engine with the OpenVINO™ Toolkit.

Unity-OpenVINO-YOLOX

onnx-directml-unity-tutorial

This tutorial covers creating an object detection plugin for a Unity game engine project using ONNX Runtime and DirectML.

unity-barracuda-inference-yolox

This Unity package extends the functionality of the barracuda-inference-base package to perform object detection using YOLOX models.

barracuda-inference-yolox-demo

A simple Unity project demonstrating how to perform object detection with the barracuda-inference-yolox package.

This tutorial covers how to perform in-game style transfer in an HDRP project using the Barracuda infefence library.

Barracuda-Style-Transfer-HDRP

pytorch-yolox-object-detection-tutorial-code

This repository contains the training code for my PyTorch YOLOX object detection tutorial.

This repository contains the code for my PyTorch Mask R-CNN tutorial.

pytorch-mask-rcnn-tutorial-code

This tutorial series covers how to create a plugin that leverages the OpenVINO™ Toolkit for the Unity game engine.

Unity-OpenVINO-Plugin

Fastai-ASL-Classification-WebGL-Demo

An American Sign Language (ASL) classifier WebGL demo for the fastai to Unity tutorial

In-Browser Hand Gesture Recognition for Unity with Fastai and TensorFlow.js

tensorflow-js-unity-tutorial

fastai-2022p2-notes

How to create a simple shape-key motion graphic in Blender using the Python API

Shape-Key-Motion-Graphic-Blender-API

Python

pytorch-timm-gesture-recognition-tutorial-code

This repository contains the training code for my beginner-friendly tutorial titled "Fine-Tuning Image Classifiers with PyTorch and the timm library for Beginners".

A simple Unity project demonstrating how to perform 2D human pose estimation with the barracuda-inference-posenet package.

barracuda-inference-posenet-demo

A PyTorch implementation of the YOLOX object detection model based on the mmdetection implementation.

cjm-yolox-pytorch

This Unity package provides a foundation for performing inference with the Barracuda inference library. It includes a flexible base class to extend with task-specific packages.

unity-barracuda-inference-base

torchvision-annotation-tutorials

This repository contains jupyter notebooks for my tutorials showing how to load image annotation data from various formats and use it with torchvision.

A simple Unity BRP (Built-in Render Pipeline) project demonstrating how to perform object detection with the barracuda-inference-yolox package using the in-game camera.

barracuda-inference-yolox-demo-brp

This follow up tutorial updates the code and OpenVINO version so that the plugin can run in the Unity Editor.

Unity-OpenVINO-YOLOX-In-Editor

yolox-bytetrack-onnx-demo

A Visual Studio project demonstrating how to perform object tracking across video frames with YOLOX, ONNX Runtime, and the ByteTrack-Eigen library.

This Unity package provides an easy-to-use and customizable solution to work with and visualize 2D human poses on a Unity canvas.

unity-human-pose-2d-toolkit

tfjs-yolox-unity-tutorial

Create a TensorFlow.js plugin for the Unity game engine to perform object detection with a YOLOX model.

This Unity package extends the functionality of the barracuda-inference-base package to perform 2D human pose estimation using PoseNet models.

unity-barracuda-inference-posenet

hand-gesture-detector-webgl-demo

A hand gesture detector made with TensorFlow.js and Unity

A Unity starter project tailored for integrating and demonstrating 2D computer vision models in tutorials.

unity-2d-cv-tutorial-starter

This tutorial series covers how to train your own style transfer model with PyTorch and implement it in Unity using the Barracuda library.

End-to-End-In-Game-Style-Transfer-Tutorial

tfjs-yolox-unity-live-demo

A simple Unity project demonstrating how to perform image classification with the barracuda-inference-image-classification package.

barracuda-image-classification-demo

This GitHub repository contains image attributes for a dataset of free-use stock photos.

christianjmills

My personal blog

SCSS

pexels-dataset

A simple Unity project demonstrating how to perform object detection with yolox using Sentis.

sentis-inference-yolox-demo

A collection of models I've exported to ONNX format

onnx-models

tensorflow-js-unity-live-demo

This beginner tutorial covers how to train an image classifier using the fastai library and implement it in a Unity game engine project using the Barracuda inference library.

fastai-to-unity-tutorial

Unity Media Display is a Unity package for creating a demo screen to display test images, videos, or webcam streams. It provides a set of utility functions for setting up a demo screen, updating its texture and transformations, and initializing and managing webcam streams.

unity-media-display

unity-cv-image-gallery

This Unity package provides an interactive image gallery and a Scroll View prefab, designed to facilitate testing of computer vision applications, such as image classification, object detection, and pose estimation.

unity-deep-learning-image-preprocessor

This Unity package is designed for preparing image input to perform inference with deep learning models. The package includes shaders and compute shaders for various image processing tasks, such as cropping, normalizing, and flipping images.

unity-yolox-utils

This Unity package provides utility functions to work with YOLOX object detection models. It helps in generating grid coordinates with strides, and extracting bounding box proposals from the model output.

fastai-hand-gesture-classifier-webgl-demo

A hand gesture classifier made with Fastai, TensorFlow.js, and Unity

This tutorial covers how to perform in-game style transfer in an HDRP project using the OpenVINO Toolkit.

OpenVINO-StyleTransfer-HDRP

miniai-data-aug-experiments-unity

A Unity project for creating in-browser demos to compare models trained with different data augmentations

A simple Unity HDRP project demonstrating how to perform object detection with the barracuda-inference-yolox package using the in-game camera.

barracuda-inference-yolox-demo-hdrp

This Unity package extends the functionality of the barracuda-inference-base package to perform image classification using computer vision models.

unity-barracuda-inference-image-classification

UnityMediaDisplay_Demo

UnityMediaDisplay_Demo is a simple demo project demonstrating how to use the Unity-Media-Display and Unity-CV-Image-Gallery packages in Unity.

This follow-up to the fastai-to-unity tutorial covers creating a LibTorch plugin for the Unity game engine.

fastai-to-libtorch-to-unity-tutorial

Some utility functions for working with PyTorch.

cjm-pytorch-utils

Some utility functions for working with Pandas.

cjm-pandas-utils

Some custom Torchvision tranforms.

cjm-torchvision-tfms

Few-Shot-Patch-Based-Training

This Unity package provides an easy-to-use and customizable solution to work with and visualize 2D bounding boxes on a Unity canvas.

unity-bounding-box-2d-toolkit

Interactive-Particle-Text-HTML-Canvas-JavaScript

My code from following Frank Dvorak's tutorial on creating interactive particle text with JavaScript and HTML Canvas

JavaScript

Crop-Image-on-GPU-Unity

This tutorial covers how to efficiently crop images in Unity with a GPU.

unity-onnx-inference-cv-plugin

This repository houses a simple native plugin for the Unity game engine, built in Visual Studio, that leverages the ONNX Runtime to perform inference with computer vision models. The plugin works with models that take a single RGB image.

Train a Mask R-CNN model on a custom dataset using the IceVision library and perform inference with ONNX Runtime.

icevision-mask-rcnn-tutorial

An in-browser demo to compare models trained with different data augmentations

miniai-resnet18d-custom-trivial-aug-demo

This follow-up to the fastai-to-unity tutorial covers creating an OpenVINO plugin for the Unity game engine.

fastai-to-openvino-to-unity-tutorial

A simple Unity WebGL project demonstrating how to perform object detection with TensorFlow.js.

unity-tfjs-inference-yolox-demo

A simple Unity project demonstrating how to perform object tracking with the barracuda-inference-yolox package and the ByteTrack-Eigen library.

barracuda-inference-yolox-bytetrack-demo

A simple Unity project demonstrating how to perform object detection with ONNX Runtime.

unity-onnxruntime-inference-yolox-demo