Here some modifications to feed tensorflow.js(soo fast with it!!) with resized and cropped image (256x256px), plus showing original image under cropped image, to see what is cut off.
$("#image-selector").change(function(){
var file = $("#image-selector").prop('files')[0];
var maxSize = 256; // well now its minsize
var reader = new FileReader();
var image = new Image();
var canvas = document.createElement('canvas');
var canvas2 = document.createElement('canvas');
var dataURItoBlob = function (dataURI) {
var bytes = dataURI.split(',')[0].indexOf('base64') >= 0 ?
atob(dataURI.split(',')[1]) :
unescape(dataURI.split(',')[1]);
var mime = dataURI.split(',')[0].split(':')[1].split(';')[0];
var max = bytes.length;
var ia = new Uint8Array(max);
for (var i = 0; i < max; i++)
ia[i] = bytes.charCodeAt(i);
return new Blob([ia], { type: mime });
};
var resize = function () {
var width = image.width;
var height = image.height;
if (width > height) {
if (width > maxSize) {
width *= maxSize / height;
height = maxSize;
}
} else {
if (height > maxSize) {
height *= maxSize / width;
width = maxSize;
}
}
if (width==height) { width = 256; height = 256; }
var posiw = 0;
var posih = 0;
if (width > height) {posiw = (width-height)/2; }
if (height > width) {posih = ((height - width) / 2);}
canvas.width = 256;
canvas.height = 256;
canvas2.width = width;
canvas2.height = height;
console.log('iw:'+image.width+' ih:'+image.height+' w:'+width+' h:'+height+' posiw:'+posiw+' posih:'+posih);
canvas.getContext('2d').drawImage(image, (-1)*posiw, (-1)*posih, width, height);
canvas2.getContext('2d').drawImage(image, 0, 0, width, height);
var dataUrl = canvas.toDataURL('image/jpeg');
var dataUrl2 = canvas2.toDataURL('image/jpeg');
if ($("#selected-image").attr("src")) {
$("#imgspeicher").append('<div style="width:100%; border-radius: 5px; background-color: #eee; margin-top:10px;"><div style="position: relative; margin:10px auto;"><img id="selected-image6" src="'+$("#selected-image").attr("src")+'" style="margin: '+document.getElementById('selected-image').style.margin+';position: absolute; z-index: 999;" width="" height=""><img id="selected-image2" src="'+$("#selected-image2").attr("src")+'" style="margin: 10px; opacity: 0.4;"></div><div class="row" style="margin:10px auto; text-align: left;"> <ol>'+$("#prediction-list").html()+'</ol> </div></div>');
}
$("#selected-image").attr("src",dataUrl);
$("#selected-image").width(256);
$("#selected-image").height(256);
$("#selected-image").css('margin-top',posih+10+'px');
$("#selected-image").css('margin-left',posiw+10+'px');
$("#selected-image2").attr("src",dataUrl2);
$("#prediction-list").empty();
console.log("Image was loaded, resized and cropped");
return dataURItoBlob(dataUrl);
};
return new Promise(function (ok, no) {
reader.onload = function (readerEvent) {
image.onload = function () { return ok(resize()); };
image.src = readerEvent.target.result;
};
let file = $("#image-selector").prop('files')[0];
reader.readAsDataURL(file);});});
Html implementation:
<input id ="image-selector" class="form-control border-0" type="file">
<div style="position: relative; margin:10px auto; width:100%;" id="imgnow">
<img id="selected-image" src="" style="margin: 10px; position: absolute; z-index: 999;">
<img id="selected-image2" src="" style="margin: 10px; opacity: 0.4;">
</div>
Also not resize to a maximum width/height, but to minimum. We get a 256x256px square image.