Building a Gait Analysis App: Visualizing Normal vs Abnormal Foot Pressure in Real-Time!
Автор: BioniChaos
Загружено: 2024-09-06
Просмотров: 272
Welcome back to the channel! In this video, I dive deep into developing a real-time gait analysis web application that visualizes and compares normal and abnormal foot pressure patterns. Watch as I walk through the process of building an interactive tool that allows users to switch between different gait types and see how pressure points on the foot change over time.
Try the tool here: https://bionichaos.com/GaitAnalysis
I demonstrate how the application uses color-coded heat maps, a time slider, and interactive elements to provide a comprehensive view of foot pressure distribution. You’ll also get an inside look at how I troubleshoot issues with sensor placement, refine the 2D foot model, and optimize the JavaScript and Python code to enhance accuracy.
Throughout the video, I explain the challenges and solutions encountered while creating a realistic foot model with accurate sensor coordinates. I also discuss some of the cool features of my website, BioniChaos.com, including our speech analysis tool and a preview of upcoming gamified biomedical data applications.
Don't forget to check out the website and support the project by turning off your ad blocker while browsing. Subscribe to the channel, leave a comment with your thoughts, and let me know what you’d like to see next!
The tools I develop are available on https://bionichaos.com
You can support my work on / bionichaos
#gaitanalysis #biomedicaldata #footpressure #realtimevisualization #webappdevelopment #biomedicalengineering #opensource #javascript #python #biomechanics #gamification #BioniChaos #datascience #healthtech #DIYdevelopment #flaskframework
0:00 - Introduction to the Gait Analysis App
0:30 - Overview of Normal vs Abnormal Gait Patterns
1:40 - Demonstration of Foot Pressure Heat Maps
3:00 - Explanation of Time Slider for Gait Cycle Visualization
4:25 - Troubleshooting Foot Model Shape and Sensor Placement
10:15 - Debugging the JavaScript for Real-Time Updates
15:00 - Using Python for Data Generation and Model Refinement
20:30 - Reviewing the Anatomical Accuracy of the Foot Model
27:00 - Addressing Scaling Issues and Sensor Distribution
35:15 - Optimizing the Simulation for Normal and Abnormal Gait
42:30 - Enhancing the Application's User Interface
47:00 - Speech Analysis Feature on BioniChaos.com
50:30 - Future Plans: Gamification and Educational Tools
54:00 - Final Thoughts and Call to Action
Доступные форматы для скачивания:
Скачать видео mp4
-
Информация по загрузке: