Git Product home page Git Product logo

online-gesture-recognition-project's Introduction

Online Hand Gesture Recognition

Overview

This project focuses on developing an online hand gesture recognition system. Utilizing advanced deep learning techniques, it aims to accurately recognize and interpret hand gestures in real-time. The system employs a sophisticated CNN-Transformer architecture to process and analyze video data, making it capable of understanding complex hand gestures.

Features

  • Real-Time Gesture Recognition: Detects and interprets hand gestures in real-time.
  • Advanced CNN-Transformer Model: Leverages the strengths of both CNNs for spatial feature extraction and Transformers for capturing temporal dynamics.
  • Variable-Length Sequence Handling: Accommodates gestures of varying durations with effective padding and masking strategies.
  • High Accuracy and Efficiency: Optimized for both high accuracy in gesture recognition and operational efficiency in online settings.

Requirements

  • Python 3.8 or above
  • PyTorch
  • Torchvision
  • CUDA (for GPU acceleration)
  • Other dependencies listed in requirements.txt

Installation

Clone the repository and install the required dependencies:

git clone https://github.com/KenanKhauto/online-gesture-recognition-project.git
cd online-gesture-recognition-project
pip install -r requirements.txt

online-gesture-recognition-project's People

Contributors

kenankhauto avatar martinrogmann avatar lukascookingcode avatar

Stargazers

 avatar  avatar Shinji Yamada avatar  avatar

Watchers

 avatar

online-gesture-recognition-project's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.