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<!DOCTYPE html>
<html lang="en">
<head>
<title>ImageNet: Targeted Attacks</title>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="shortcut icon" href="data/favicon.ico" />
<link rel="stylesheet" href="css/normalize.css">
<link rel="stylesheet" href="css/skeleton.css">
<link rel="stylesheet" href="css/style.css">
</head>
<body>
<div class="container">
<div id="header" class="row">
<div id="logo" class="one-half column"><a href="."><h1>adversarial.js</h1></a></div>
<div id="nav" class="one-half column">
<a href=".">Intro</a> · <a href="examples.html" class="active">Examples</a> · <a href="faq.html">FAQ</a> · <a href="api.html">API</a> · <a href="https://github.com/kennysong/adversarial.js" target="_blank">GitHub</a>
</div>
</div>
<a href="examples.html" class="back">‹ Back to all examples</a>
<h2>ImageNet: Targeted Attacks</h2>
<h3>Fast Gradient Sign Method (FGSM)</h3>
<button id="fgsmTargeted-run" class="button-primary">Run FGSM</button>
<div id="fgsmTargeted-success-rate"></div>
<table id="fgsmTargeted" style="display:none;">
<thead>
<td>Original</td>
<td>Hot Dog</td>
<td>Assault Rifle</td>
<td>Chihuahua</td>
</thead>
<tbody>
<tr>
<td><img class="0 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="00 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="01 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="02 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="1 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="10 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="11 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="12 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="2 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="20 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="21 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="22 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="3 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="30 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="31 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="32 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="4 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="40 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="41 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="42 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="5 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="50 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="51 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="52 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
</tbody>
</table>
<h3>Basic Iterative Method (BIM / PGD / I-FGSM)</h3>
<button id="bimTargeted-run" class="button-primary">Run BIM</button>
<div id="bimTargeted-success-rate"></div>
<table id="bimTargeted" style="display:none;">
<thead>
<td>Original</td>
<td>Hot Dog</td>
<td>Assault Rifle</td>
<td>Chihuahua</td>
</thead>
<tbody>
<tr>
<td><img class="0 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="00 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="01 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="02 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="1 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="10 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="11 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="12 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="2 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="20 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="21 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="22 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="3 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="30 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="31 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="32 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="4 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="40 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="41 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="42 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="5 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="50 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="51 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="52 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
</tbody>
</table>
<h3>Jacobian-based Saliency Map Attack, One-Pixel (JSMA One-Pixel)</h3>
<button id="jsmaOnePixel-run" class="button-primary">Run JSMA One-Pixel</button>
<div id="jsmaOnePixel-success-rate"></div>
<table id="jsmaOnePixel" style="display:none;">
<thead>
<td>Original</td>
<td>Hot Dog</td>
<td>Assault Rifle</td>
<td>Chihuahua</td>
</thead>
<tbody>
<tr>
<td><img class="0 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="00 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="01 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="02 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="1 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="10 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="11 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="12 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="2 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="20 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="21 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="22 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="3 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="30 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="31 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="32 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="4 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="40 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="41 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="42 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="5 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="50 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="51 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="52 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
</tbody>
</table>
<h3>Jacobian-based Saliency Map Attack (JSMA)</h3>
<button id="jsma-run" class="button-primary" disabled>Too Slow!</button>
<h3>Carlini & Wagner (C&W)</h3>
<button id="cw-run" class="button-primary">Run C&W</button>
<div id="cw-success-rate"></div>
<table id="cw" style="display:none;">
<thead>
<td>Original</td>
<td>Hot Dog</td>
<td>Assault Rifle</td>
<td>Chihuahua</td>
</thead>
<tbody>
<tr>
<td><img class="0 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="00 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="01 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="02 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="1 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="10 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="11 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="12 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="2 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="20 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="21 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="22 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="3 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="30 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="31 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="32 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="4 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="40 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="41 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="42 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
<tr>
<td><img class="5 tableimg"></img><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="50 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="51 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
<td><canvas class="52 tableimg" width="224" height="224"></canvas><span class="imagenet-caption"><br/><br/></span></td>
</tr>
</tbody>
</table>
</div>
<script src="https://cdn.jsdelivr.net/npm/@tensorflow/[email protected]/dist/tf.min.js" type="text/javascript"></script>
<script src="https://cdn.jsdelivr.net/npm/@tensorflow-models/[email protected]"> </script>
<script type="module">
import {fgsmTargeted, bimTargeted, jsmaOnePixel, cw} from './js/adversarial.js';
import {runTargeted, loadModel} from './js/imagenet.js';
[fgsmTargeted, bimTargeted, jsmaOnePixel, cw].forEach((attack) => {
let name = attack.name;
document.getElementById(`${name}-run`).addEventListener("click", async () => {
document.getElementById(name).style.display = 'table';
document.getElementById(`${name}-run`).disabled = true;
document.getElementById(`${name}-run`).innerText = 'Running...';
await loadModel();
await runTargeted(attack);
document.getElementById(`${name}-run`).innerText = 'Done!';
});
});
</script>
</body>
</html>