jlema/object-detection-tfjs-reactjs

Object Detection using TF.js and React.js

Object Detection using TensorFlow.js and React.js

Project description

The TensorFlow.js coco-ssd (Common Objects in Context Single Shot Detection) model takes input from the user's camera, and returns an array of bounding boxes with class name and confidence level which are displayed using React components.

The model can detect 80 classes of objects. Here is a full list of the object classes.

Requirements

Running the program

Screenshot

Technologies used

• HTML, CSS, JavaScript
• TensorFlow.js
• React.js
• Node.JS

Extra feature ideas

• Allow the user to upload files for detection.

References

Object Detection model (coco-ssd) from pre-trained TensorFlow.js library.

More info on the COCO dataset.

Using hooks with ref callbacks