interactive-gesture-recognition's Issues
Apply transfer learning
- Use already trained CNN model on hand gestures.
CNN model on gesture recognition
Determine how the robot interacts with the 6 gestures.
Predict landmark positions by using the trained CNN model
- The model predicts the landmark positions by using probability map and extracts 22 points maximum if the point pixel value is above the threshold of 0.1. But our model must detect at most 20 points.
Apply supervised learning
- Predict the 6 gestures from the images by creating, training a new CNN model. Then evaluate the accuracy of the model on the test set.
Predict landmark positions from scratch
The algorithm can be as follows:
- Convert RGB image to HSV format
- Apply HSV thresholding to the image and determine the range which draws only the hand.
- Get the largest contour which will be the hand.
- Draw the landmark positions by using the hand contou information.
Write script with responses dependent on animations.
Make animations for states.
Test states with given gestures.
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
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.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.