File size: 6,806 Bytes
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document.addEventListener('DOMContentLoaded', function() {
// Add listeners for radio buttons
const radioButtons = document.querySelectorAll('input[name="inputMethod"]');
radioButtons.forEach(radio => {
radio.addEventListener('change', toggleInputMethod);
});
// Generate labels
generateLabelCheckboxes();
});
function toggleInputMethod() {
const localInputGroup = document.getElementById('localInputGroup');
const urlInputGroup = document.getElementById('urlInputGroup');
const selectedMethod = document.querySelector('input[name="inputMethod"]:checked').value;
if (selectedMethod === 'local') {
localInputGroup.style.display = 'block';
urlInputGroup.style.display = 'none';
// Clear URL input
document.getElementById('urlInput').value = '';
} else {
localInputGroup.style.display = 'none';
urlInputGroup.style.display = 'block';
// Clear file input
document.getElementById('fileInput').value = '';
}
// Clear preview and results
clearPreviewAndResults();
}
function clearPreviewAndResults() {
const imagePreview = document.getElementById('imagePreview');
const resultsDiv = document.getElementById('results');
imagePreview.src = '';
resultsDiv.innerHTML = '';
}
// Auto-preview when file input changes
document.getElementById('fileInput').addEventListener('change', previewImage);
document.getElementById('urlInput').addEventListener('input', debounce(previewImage, 500));
function debounce(func, wait) {
let timeout;
return function executedFunction(...args) {
const later = () => {
clearTimeout(timeout);
func(...args);
};
clearTimeout(timeout);
timeout = setTimeout(later, wait);
};
}
function previewImage() {
const fileInput = document.getElementById('fileInput');
const urlInput = document.getElementById('urlInput');
const imagePreview = document.getElementById('imagePreview');
if (fileInput.files && fileInput.files[0]) {
const reader = new FileReader();
reader.onload = function(e) {
imagePreview.src = e.target.result;
};
reader.readAsDataURL(fileInput.files[0]);
urlInput.value = ''; // Clear URL input
} else if (urlInput.value) {
imagePreview.src = urlInput.value;
fileInput.value = ''; // Clear file input
}
}
async function getBase64FromUrl(url) {
const response = await fetch(url);
const blob = await response.blob();
return new Promise((resolve, reject) => {
const reader = new FileReader();
reader.onload = () => {
const base64String = reader.result.split(',')[1];
resolve(base64String);
};
reader.onerror = reject;
reader.readAsDataURL(blob);
});
}
async function analyzeImage() {
// Clear previous results first
document.getElementById('results').innerHTML = '';
const spinner = document.getElementById('spinner');
const analyzeBtn = document.getElementById('analyzeBtn');
const resultsDiv = document.getElementById('results');
spinner.style.display = 'block';
analyzeBtn.disabled = true;
analyzeBtn.textContent = 'Analyzing...';
const fileInput = document.getElementById('fileInput');
const urlInput = document.getElementById('urlInput');
let base64Image;
try {
// Get selected labels from checkboxes
const selectedLabels = Array.from(document.querySelectorAll('.label-option input[type="checkbox"]:checked'))
.map(checkbox => checkbox.value);
if (selectedLabels.length === 0) {
throw new Error('Please select at least one category');
}
if (fileInput.files && fileInput.files[0]) {
// Convert file to base64
const reader = new FileReader();
base64Image = await new Promise((resolve) => {
reader.onload = (e) => {
resolve(e.target.result.split(',')[1]);
};
reader.readAsDataURL(fileInput.files[0]);
});
} else if (urlInput.value) {
// Convert URL to base64
base64Image = await getBase64FromUrl(urlInput.value);
} else {
throw new Error('Please select a file or enter a URL.');
}
const payload = {
images: [base64Image],
labels: selectedLabels,
multilabel: false
};
const response = await fetch('http://localhost:8000/predict', {
method: 'POST',
headers: {
'Content-Type': 'application/json'
},
body: JSON.stringify(payload)
});
const data = await response.json();
displayResults(data.predictions);
} catch (error) {
console.error('Error:', error);
resultsDiv.innerHTML = `<p class="error-message">Error: ${error.message}</p>`;
} finally {
spinner.style.display = 'none';
analyzeBtn.disabled = false;
analyzeBtn.textContent = 'Analyze';
}
}
function displayResults(predictions) {
const resultsDiv = document.getElementById('results');
resultsDiv.innerHTML = '';
if (!predictions || predictions.length === 0) {
resultsDiv.innerHTML = '<p>No predictions available.</p>';
return;
}
predictions.forEach(prediction => {
resultsDiv.innerHTML += '<h2>Results:</h2>';
for (const [label, probability] of Object.entries(prediction)) {
resultsDiv.innerHTML += `
<div class="prediction-result">
<strong>${label}:</strong>
<div class="progress-bar">
<div class="progress" style="width: ${probability * 100}%"></div>
</div>
<span>${(probability * 100).toFixed(2)}%</span>
</div>`;
}
});
}
// Define your labels
const medicalLabels = [
'Tumor',
'Normal',
'Pneumonia',
'Fracture',
'Edema',
'Effusion',
'Urtikaria',
'Akne',
'Eczema',
'Psoriasis'
// Add as many labels as you need
];
// Function to generate label checkboxes
function generateLabelCheckboxes() {
const labelGrid = document.getElementById('labelGrid');
labelGrid.innerHTML = ''; // Clear existing labels
medicalLabels.forEach(label => {
const labelElement = document.createElement('label');
labelElement.className = 'label-option';
labelElement.innerHTML = `
<input type="checkbox" value="${label}">
<span>${label}</span>
`;
labelGrid.appendChild(labelElement);
});
} |