Create app.js
Browse files
app.js
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
const video = document.getElementById('video');
|
| 2 |
+
const canvas = document.getElementById('canvas');
|
| 3 |
+
const resultP = document.getElementById('result');
|
| 4 |
+
const captureButton = document.getElementById('capture');
|
| 5 |
+
let classifier;
|
| 6 |
+
|
| 7 |
+
// Load the pre-trained model from Huggingface
|
| 8 |
+
classifier = ml5.imageClassifier('https://huggingface.co/models/your-model-url', modelReady);
|
| 9 |
+
|
| 10 |
+
function modelReady() {
|
| 11 |
+
console.log('Model Loaded!');
|
| 12 |
+
}
|
| 13 |
+
|
| 14 |
+
// Access the camera
|
| 15 |
+
navigator.mediaDevices.getUserMedia({ video: true })
|
| 16 |
+
.then(stream => {
|
| 17 |
+
video.srcObject = stream;
|
| 18 |
+
})
|
| 19 |
+
.catch(err => {
|
| 20 |
+
console.error('Error accessing the camera: ', err);
|
| 21 |
+
});
|
| 22 |
+
|
| 23 |
+
captureButton.addEventListener('click', () => {
|
| 24 |
+
const context = canvas.getContext('2d');
|
| 25 |
+
context.drawImage(video, 0, 0, canvas.width, canvas.height);
|
| 26 |
+
classifyImage();
|
| 27 |
+
});
|
| 28 |
+
|
| 29 |
+
function classifyImage() {
|
| 30 |
+
classifier.classify(canvas, (err, results) => {
|
| 31 |
+
if (err) {
|
| 32 |
+
console.error(err);
|
| 33 |
+
return;
|
| 34 |
+
}
|
| 35 |
+
const jellyType = results[0].label;
|
| 36 |
+
const sugarLevel = getSugarLevel(jellyType);
|
| 37 |
+
const hazard = getHazardLevel(sugarLevel);
|
| 38 |
+
resultP.textContent = `Jelly Type: ${jellyType}, Sugar Level: ${sugarLevel}, Hazard: ${hazard}`;
|
| 39 |
+
});
|
| 40 |
+
}
|
| 41 |
+
|
| 42 |
+
function getSugarLevel(jellyType) {
|
| 43 |
+
// Dummy data for demonstration purposes
|
| 44 |
+
const sugarData = {
|
| 45 |
+
'jellyA': 10,
|
| 46 |
+
'jellyB': 20,
|
| 47 |
+
'jellyC': 30
|
| 48 |
+
};
|
| 49 |
+
return sugarData[jellyType] || 0;
|
| 50 |
+
}
|
| 51 |
+
|
| 52 |
+
function getHazardLevel(sugarLevel) {
|
| 53 |
+
if (sugarLevel > 25) {
|
| 54 |
+
return 'Red (High Hazard)';
|
| 55 |
+
} else if (sugarLevel > 15) {
|
| 56 |
+
return 'Yellow (Moderate Hazard)';
|
| 57 |
+
} else {
|
| 58 |
+
return 'Green (Low Hazard)';
|
| 59 |
+
}
|
| 60 |
+
}
|