Train custom VR face tracking parameters

Overview

Pal Buddy Guy: The anipal's best friend

This is a small script to improve upon the tracking capabilities of the Vive Pro Eye and facial tracker. You can create custom expressions by making the expression and calibrating on that parameter.

SYSTEM REQUIREMENTS

Currently this requires a CUDA-capable (nvidia) GPU with at least 4gb vram. It is possible to support AMD GPUs, but this will take some additional development work. Also, the current example script requires both the eye and face tracker. However, it would be simple to adapt it to work with only eye or only face.

Installation

You must first replace the tvm_runtime and opencl DLLs inside SRanipal. Copy the two .DLL files from the "tvm runtime" folder into "C:\Program Files\VIVE\SRanipal" replacing the existing files. You should back up your old files incase you want to revert later.

You then need to install Pytorch with gpu support. The easiest way to do so is using anaconda. To install the runtime with anaconda, launch anaconda by searching "Anaconda prompt" in the start menu. Once open, run the following commands:

conda install cudatoolkit cudnn pip
pip install torch==1.10.0+cu113 torchvision==0.11.1+cu113 torchaudio===0.10.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
pip install tqdm opencv-python numpy

Running

Make sure to run this script before opening SRanipalRuntime!

** output swapping ** Before running any other commands, ensure the output window shows eye cameras on top, and face cameras below. If its reversed, run the comamand "swap" to swap them first. This will be handled automatically in a later release.

** recording ** To run this, you must first record some "calibration" data for the expressions you want. This must always include a "neutral" face recording. This is explained in more detail below. When recording you sould try to make movements during the 20-30 seconds that you are calibrating, just make sure the target expression you are calibrating for is the most predominant (this also includes like adjusting your headset and stuff while making the expression)

the idea is to capture some diverse data where the primary consistent point is the target expression. Once you record one for each expression you want (both face and eyes are recorded at the same time) I can explain the next bit

You will also need to edit the top of script.py to change the save folder path. its not run directory cause each recording is 408mb so you need a decent amount of storage space free

** training ** Once you have recorded some datasets, edit script.py to include the filenames in the table at the top of the file. Run the script, and enter the "train" command. Once it finishes, make sure to run "save" to save the results. Loss/Avg should be below 0.001 by the end. if not, something is wrong.

** inference ** Run the script and enter "infer". This is what you will run when actually using the parameters

Tips

For neutral face recordings, this shouldn't nesisarily be truly neutral face, but any faces that you aren't trying to track. I keep it mostly neutral but also do some taking, and make sure to look around/blink with the eye tracker (unless one of your parameters is related to that) This is basically to give the AI something to say "we aren't trying to look for this" so it doesnt have false positives.

Automatically remove the mosaics in images and videos, or add mosaics to them.

Automatically remove the mosaics in images and videos, or add mosaics to them.

Hypo 1.4k Dec 30, 2022
Fast style transfer

faststyle Faststyle aims to provide an easy and modular interface to Image to Image problems based on feature loss. Install Making sure you have a wor

Lucas Vazquez 21 Mar 11, 2022
Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper.

EnergyExpenditure Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper. Additional data for replicating this s

Patrick S 42 Oct 26, 2022
This project proposes a camera vision based cursor control system, using hand moment captured from a webcam through a landmarks of hand by using Mideapipe module

This project proposes a camera vision based cursor control system, using hand moment captured from a webcam through a landmarks of hand by using Mideapipe module

Chandru 2 Feb 20, 2022
Image Detector and Convertor App created using python's Pillow, OpenCV, cvlib, numpy and streamlit packages.

Image Detector and Convertor App created using python's Pillow, OpenCV, cvlib, numpy and streamlit packages.

Siva Prakash 11 Jan 02, 2022
Computer vision applications project (Flask and OpenCV)

Computer Vision Applications Project This project is at it's initial phase. This is all about the implementation of different computer vision techniqu

Suryam Thapa 1 Jan 26, 2022
Image augmentation for machine learning experiments.

imgaug This python library helps you with augmenting images for your machine learning projects. It converts a set of input images into a new, much lar

Alexander Jung 13.2k Jan 02, 2023
Detect the mathematical formula from the given picture and the same formula is extracted and converted into the latex code

Mathematical formulae extractor The goal of this project is to create a learning based system that takes an image of a math formula and returns corres

6 May 22, 2022
Localization of thoracic abnormalities model based on VinBigData (top 1%)

Repository contains the code for 2nd place solution of VinBigData Chest X-ray Abnormalities Detection competition. The goal of competition was to auto

33 May 24, 2022
PyTorch Re-Implementation of EAST: An Efficient and Accurate Scene Text Detector

Description This is a PyTorch Re-Implementation of EAST: An Efficient and Accurate Scene Text Detector. Only RBOX part is implemented. Using dice loss

365 Dec 20, 2022
Qrcode Attendence System with Opencv and Pyzbar

Setup process Creates a virtual environment (Scripts that ensure executed Python code uses the Python interpreter and site packages installed inside t

Ganesh 5 Aug 01, 2022
Recognizing the text contents from a scanned visiting card

Recognizing the text contents from a scanned visiting card. The application which is used to recognize the text from scanned images,printeddocuments,r

Faizan Habib 1 Jan 28, 2022
Code for CVPR'2022 paper ✨ "Predict, Prevent, and Evaluate: Disentangled Text-Driven Image Manipulation Empowered by Pre-Trained Vision-Language Model"

PPE ✨ Repository for our CVPR'2022 paper: Predict, Prevent, and Evaluate: Disentangled Text-Driven Image Manipulation Empowered by Pre-Trained Vision-

Zipeng Xu 34 Nov 28, 2022
🖺 OCR using tensorflow with attention

tensorflow-ocr 🖺 OCR using tensorflow with attention, batteries included Installation git clone --recursive http://github.com/pannous/tensorflow-ocr

646 Nov 11, 2022
Hiiii this is the Spanish for Linux and win 10 and in the near future the english version of PortScan my new tool on which you can see what ports are Open only with the IP adress.

PortScanner-by-IIT PortScanner es una herramienta programada en Python3. Como su nombre indica esta herramienta escanea los primeros 150 puertos de re

5 Sep 19, 2022
Read-only mirror of https://gitlab.gnome.org/GNOME/ocrfeeder

================================= OCRFeeder - A Complete OCR Suite ================================= OCRFeeder is a complete Optical Character Recogn

GNOME Github Mirror 81 Dec 23, 2022
This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the robots of the future.

This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the

Elkin Javier Guerra Galeano 17 Nov 03, 2022
Fun program to overlay a mask to yourself using a webcam

Superhero Mask Overlay Description Simple project made for fun. It consists of placing a mask (a PNG image with transparent background) on your face.

KB Kwan 10 Dec 01, 2022
The CIS OCR PostCorrectionTool

The CIS OCR Post Correction Tool PoCoTo Source code for the Java-based PoCoTo client enabling fast interactive batch corrections of complete OCR error

CIS OCR Group 36 Dec 15, 2022