Commit b2547b62 authored by Davis King's avatar Davis King

Added references to the book Structured Prediction and Learning in Computer Vision

parent 6ccf3ac6
...@@ -273,6 +273,14 @@ ...@@ -273,6 +273,14 @@
</ul><br/> </ul><br/>
</li> </li>
<li> <i>Structured Prediction and Learning in Computer Vision</i> by Sebastian Nowozin and Christoph H. Lampert 2011
<ul> If you are looking for a book discussing the background material necessary
for understanding things like the <a href="ml.html#structural_svm_problem">Structural SVM</a>
tools in dlib then this is a good book. It is also available online
in <a href="http://www.nowozin.net/sebastian/papers/nowozin2011structured-tutorial.pdf">PDF form</a>.
</ul><br/>
</li>
</ul> </ul>
<h2>Image Processing</h2> <h2>Image Processing</h2>
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...@@ -2350,10 +2350,18 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf" ...@@ -2350,10 +2350,18 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
T. Joachims, T. Finley, Chun-Nam Yu, Cutting-Plane Training of Structural SVMs, T. Joachims, T. Finley, Chun-Nam Yu, Cutting-Plane Training of Structural SVMs,
Machine Learning, 77(1):27-59, 2009. Machine Learning, 77(1):27-59, 2009.
</blockquote> </blockquote>
Note that this object is essentially a tool for solving the 1-Slack structural Note that this object is essentially a tool for solving the 1-Slack structural
SVM with margin-rescaling. Specifically, see Algorithm 3 in the above referenced SVM with margin-rescaling. Specifically, see Algorithm 3 in the above referenced
paper. paper.
<br/><br/>
Finally, for a very detailed introduction to this subject, you should consider the book:
<blockquote>
<i><a href="http://www.nowozin.net/sebastian/papers/nowozin2011structured-tutorial.pdf">Structured
Prediction and Learning in Computer Vision</a></i> by Sebastian Nowozin and
Christoph H. Lampert
</blockquote>
</description> </description>
</component> </component>
...@@ -2524,7 +2532,12 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf" ...@@ -2524,7 +2532,12 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
<p> <p>
Note that this is just a convenience wrapper around the Note that this is just a convenience wrapper around the
<a href="#structural_svm_graph_labeling_problem">structural_svm_graph_labeling_problem</a> <a href="#structural_svm_graph_labeling_problem">structural_svm_graph_labeling_problem</a>
to make it look similar to all the other trainers in dlib. to make it look similar to all the other trainers in dlib. You might also
consider reading the book
<i><a href="http://www.nowozin.net/sebastian/papers/nowozin2011structured-tutorial.pdf">Structured
Prediction and Learning in Computer Vision</a></i> by Sebastian
Nowozin and Christoph H. Lampert since it contains a good introduction to machine learning
methods such as the algorithm implemented by the structural_graph_labeling_trainer.
</p> </p>
</description> </description>
<examples> <examples>
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