-
Notifications
You must be signed in to change notification settings - Fork 66
/
index.html
84 lines (61 loc) · 4.21 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
<!DOCTYPE html>
<html lang="en-us">
<head>
<meta charset="UTF-8">
<title>Squeezenet-residual by songhan</title>
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" type="text/css" href="stylesheets/normalize.css" media="screen">
<link href='https://fonts.googleapis.com/css?family=Open+Sans:400,700' rel='stylesheet' type='text/css'>
<link rel="stylesheet" type="text/css" href="stylesheets/stylesheet.css" media="screen">
<link rel="stylesheet" type="text/css" href="stylesheets/github-light.css" media="screen">
</head>
<body>
<section class="page-header">
<h1 class="project-name">Squeezenet-residual</h1>
<h2 class="project-tagline">residual-SqueezeNet</h2>
<a href="https://github.com/songhan/SqueezeNet-Residual" class="btn">View on GitHub</a>
<a href="https://github.com/songhan/SqueezeNet-Residual/zipball/master" class="btn">Download .zip</a>
<a href="https://github.com/songhan/SqueezeNet-Residual/tarball/master" class="btn">Download .tar.gz</a>
</section>
<section class="main-content">
<h1>
<a id="squeezenet-residual" class="anchor" href="#squeezenet-residual" aria-hidden="true"><span aria-hidden="true" class="octicon octicon-link"></span></a>SqueezeNet-Residual</h1>
<p>The repo contains the residual-SqueezeNet, which is obtained by adding bypass layer to SqueezeNet_v1.0. Residual-SqueezeNet improves the top-1 accuracy of SqueezeNet by 2.9% on ImageNet without changing the model size(only 4.8MB).</p>
<h1>
<a id="related-repo-and-paper" class="anchor" href="#related-repo-and-paper" aria-hidden="true"><span aria-hidden="true" class="octicon octicon-link"></span></a>Related repo and paper</h1>
<p><a href="https://github.com/DeepScale/SqueezeNet">SqueezeNet</a></p>
<p><a href="https://github.com/songhan/SqueezeNet-Deep-Compression">SqueezeNet-Deep-Compression</a></p>
<p><a href="https://github.com/songhan/SqueezeNet-Generator">SqueezeNet-Generator</a></p>
<p><a href="https://github.com/songhan/SqueezeNet-DSD-Training">SqueezeNet-DSD-Training</a></p>
<p><a href="https://github.com/songhan/SqueezeNet-Residual">SqueezeNet-Residual</a></p>
<p>If you find residual-SqueezeNet useful in your research, please consider citing the paper:</p>
<pre><code>@article{SqueezeNet,
title={SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and< 0.5MB model size},
author={Iandola, Forrest N and Han, Song and Moskewicz, Matthew W and Ashraf, Khalid and Dally, William J and Keutzer, Kurt},
journal={arXiv preprint arXiv:1602.07360},
year={2016}
}
</code></pre>
<h1>
<a id="usage" class="anchor" href="#usage" aria-hidden="true"><span aria-hidden="true" class="octicon octicon-link"></span></a>Usage</h1>
<pre><code>$CAFFE_ROOT/build/tools/caffe test --model=trainval.prototxt --weights=SqueezeNet_residual_top1_0.6038_top5_0.8250.caffemodel --iterations=1000 --gpu 0
</code></pre>
<h1>
<a id="result" class="anchor" href="#result" aria-hidden="true"><span aria-hidden="true" class="octicon octicon-link"></span></a>Result</h1>
<pre><code>I0422 14:07:39.810755 32299 caffe.cpp:293] accuracy_top1 = 0.603759
I0422 14:07:39.810775 32299 caffe.cpp:293] accuracy_top5 = 0.824981
I0422 14:07:39.810792 32299 caffe.cpp:293] loss = 1.76711 (* 1 = 1.76711 loss)
</code></pre>
<h1>
<a id="architecture-of-the-residual-squeezenet" class="anchor" href="#architecture-of-the-residual-squeezenet" aria-hidden="true"><span aria-hidden="true" class="octicon octicon-link"></span></a>Architecture of the residual SqueezeNet</h1>
<p><br>
<img src="figure/architecture2.jpg" height="600px" align="middle"></p>
<p>The building block:</p>
<p><img src="figure/type2.jpg" height="250px" align="middle"></p>
<footer class="site-footer">
<span class="site-footer-owner"><a href="https://github.com/songhan/SqueezeNet-Residual">Squeezenet-residual</a> is maintained by <a href="https://github.com/songhan">songhan</a>.</span>
<span class="site-footer-credits">This page was generated by <a href="https://pages.github.com">GitHub Pages</a> using the <a href="https://github.com/jasonlong/cayman-theme">Cayman theme</a> by <a href="https://twitter.com/jasonlong">Jason Long</a>.</span>
</footer>
</section>
</body>
</html>