Computer Vision
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openpose-detect-hands-with-heatmap

Hand Detection with Visualization

A simply application for using OpenPose model for detecting hands and showing the visualization with a heatmap.

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openpose-detect-hands-with-heatmap image 1

Overview

An advanced computer vision application that leverages OpenPose for hand detection and provides intuitive heatmap visualizations. This tool is particularly useful for gesture analysis, motion studies, and interactive applications requiring hand tracking.

Key Features

Real-time hand detection
Heatmap visualization
Motion tracking
Multi-hand support
Customizable visualization parameters

Challenges

Real-time processing requirements

Accuracy in various lighting conditions

Multiple hand detection

Smooth visualization rendering

Solutions

Optimized OpenPose model integration

Implemented adaptive thresholding

Built efficient tracking algorithms

Created smooth heatmap animations

Results & Impact

Achieved real-time hand tracking
High accuracy in various conditions
Smooth heatmap visualizations
Popular in research community

Project Info

Role

Creator & Maintainer

Timeline

2020 - 2021

1 year

Technologies

PythonOpenPoseOpenCVNumPyMatplotlibComputer Vision

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