'Load and process 3D image volume saved in hdf5 file format via vanilla JS
How can I load and process a 3D image volume, saved as an hdf5 file, directly in the frontend using JS?
Solution 1:[1]
This can be achieved using jsfive and numjs.
The following code cuts an 124x124 image, at z=10, y0=0, y1=124, x0=0, x1=124, from a volume of dimension 20x1400x700 (z,y,x). The 3D volume is stored in the h5 file under the key 'main'. The implementation uses a callback that provides more flexibility and makes the h5 file available outside the async function.
$(document).ready(function() {
$("#datafile").change(async function loadData() {
const reader = new FileReader();
let file = $("#datafile")[0].files[0]
let file_name = file.name
reader.readAsArrayBuffer($("#datafile")[0].files[0]);
reader.onload = () => storeResults(reader.result, file_name);
})
// callback function
function storeResults(result, file_namet) {
f = new hdf5.File(result, file_namet);
let array = f.get('main').value
// jsfive can only return 1D arrays from a read operation -> use numjs to reconstruct the 3D volume
array = nj.array(array).reshape(20, 1400, 700)
// slicing a 124x124 image from the volume
// use reshape to drop the channel dimension 1x124x124 -> 124x124
let img = array.slice([10, 11], [0, 124], [0, 124]).reshape(124, 124)
// convert to image and save to canvas
let resized = nj.images.resize(img, 124, 124)
let $original = document.getElementById('original');
$original.width = 124;
$original.height = 124;
nj.images.save(resized, $original);
console.log("done")
}
})<!DOCTYPE html>
<html lang="eng">
<head>
<!-- Import JQuery -->
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.6.0/jquery.min.js"></script>
<!-- Import JSFive -->
<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/hdf5.js"></script>
<!-- Import NumJs-->
<script src="https://cdn.jsdelivr.net/gh/nicolaspanel/[email protected]/dist/numjs.min.js"></script>
</head>
<body>
<div>
<h3>Original image (h<span id="h"></span>, w<span id="w"></span>)</h3>
<canvas id="original" width=64 height=64></canvas>
</div>
<input type="file" id="datafile" name="file">
<!-- Import main JS -->
<script src="app.js"></script>
</body>
</html>Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
| Solution | Source |
|---|---|
| Solution 1 |