Pro rozpoznávání obrázků v TensorFlow.js na webové stránce navrhneme následující projektovou strukturu:
- Index.html: Hlavní stránka, která zobrazuje uživatelské rozhraní pro nahrávání obrázků.
- styles.css: Soubor CSS pro stylování stránky.
- script.js: JavaScriptový soubor, který obsahuje logiku TensorFlow.js pro zpracování a rozpoznávání obrázků.
- model/: Složka obsahující předtrénovaný model (pokud používáme lokální model místo načítání z URL).
Nejprve vytvoříme základní HTML strukturu s možností nahrávání obrázků. Poté přidáme TensorFlow.js a logiku pro zpracování a rozpoznávání obrázků.
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<html>
<head>
<title>Rozpoznávání obrázků s TensorFlow.js</title>
<link rel="stylesheet" href="styles.css">
</head>
<body data-rsssl=1>
<h1>Rozpoznávač obrázků</h1>
<input type="file" id="image-upload" accept="image/*">
<button id="predict-button">Rozpoznat obrázek</button>
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<script defer async src='//petrpikora.com/wp-content/cache/wpfc-minified/e4octm90/5qt3k.js' id='asp-47dc8b1b-js'></script>
</body>
</html>
Nyní přejdeme k souboru styles.css pro základní stylování a pak k script.js pro logiku rozpoznávání obrázků v TensorFlow.js.
Nejdříve styles.css:
body {
font-family: Arial, sans-serif;
text-align: center;
margin-top: 50px;
}
#image-upload {
margin: 20px 0;
}
#prediction-result {
margin-top: 20px;
font-size: 20px;
color: blue;
}
A nyní script.js. Tento skript bude obsahovat kód pro načítání modelu TensorFlow.js, zpracování nahraného obrázku a zobrazení predikce. Pro tento příklad použijeme model MobileNet, který je široce používán pro rozpoznávání obrázků.
let model;
window.onload = async () => {
model = await tf.loadLayersModel('model/model.json');
document.getElementById('predict-button').addEventListener('click', predictImage);
};
async function predictImage() {
const imageUpload = document.getElementById('image-upload');
const image = tf.browser.fromPixels(await getImageData(imageUpload));
const resizedImage = tf.image.resizeBilinear(image, [224, 224]);
const normalizedImage = resizedImage.div(255.0).expandDims();
const predictions = await model.predict(normalizedImage).data();
displayPrediction(predictions);
}
function getImageData(imageUpload) {
return new Promise((resolve, reject) => {
const reader = new FileReader();
reader.onload = (event) => {
const img = new Image();
img.onload = () => resolve(img);
img.onerror = reject;
img.src = event.target.result;
};
reader.readAsDataURL(imageUpload.files[0]);
});
}
function displayPrediction(predictions) {
const predictionResult = document.getElementById('prediction-result');
// Zde přidáme kód pro zobrazení výsledků predikce
predictionResult.textContent = `Predikce: ${predictions}`;
}
Všimněte si, že v tomto kódu předpokládáme, že model a jeho váhy jsou uloženy ve složce model/. Tento model je třeba připravit a načíst z předem definovaného zdroje nebo URL.
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