I have the image attached below with these specifics: Width: 3024px Height: 4032px
The getimagesize() function returns the opposite:
$size = GetimageSize("test.jpg");
echo "image width: " . $size[0] . ", height: " . $size[1];
image width: 4032, height: 3024
How is this possible?
You can try yourself using the image below.
* UPDATE * Removed image from the post and added a link to zip file (containing the image) because the image works fine after being processed from stack overflow. Tinyupload ZIP
Screenshot of the result:

Your image is probably being auto-rotated when you view it. Orientation will play a part in getting the height and width the right way around. This code taken from the php documentation will make sure your image is correctly rotated. There are many other examples in the link to choose from.
<?php
$image = imagecreatefromstring(file_get_contents($_FILES['image_upload']['tmp_name']));
$exif = exif_read_data($_FILES['image_upload']['tmp_name']);
if(!empty($exif['Orientation'])) {
switch($exif['Orientation']) {
case 8:
$image = imagerotate($image,90,0);
break;
case 3:
$image = imagerotate($image,180,0);
break;
case 6:
$image = imagerotate($image,-90,0);
break;
}
}
// $image now contains a resource with the image oriented correctly
?>
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