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    <div class="moz-cite-prefix">On 2013-07-29 06:38, spike wrote:<br>
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    <blockquote cite="mid:00ef01ce8c15$85e0b0e0$91a212a0$@rainier66.com"
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        <p class="MsoPlainText"><o:p> </o:p><span style="color:black">Consider
            for instance this magnificent beauty:<o:p></o:p></span></p>
        <p class="MsoPlainText"><span style="color:black"><o:p> </o:p></span></p>
        <p class="MsoPlainText"><span style="color:black"><img
              id="Picture_x0020_1"
              src="cid:part1.08040505.03050600@aleph.se" alt="Mt.
              Rainier Tiger Beetle - Cicindela depressula" height="148"
              width="254" border="0"></span><span style="color:black"><o:p></o:p></span></p>
        <p class="MsoPlainText"><span style="color:black"><o:p> </o:p></span></p>
        <p class="MsoPlainText">I have been hiking for years up at Mount
          Rainier, and had never seen one of these that I recall.  The
          photo above is about 2x actual size.  I spent some time
          observing them, after having the good fortune of showing up
          apparently right after they hatched.  I yearned to know more
          about these beasts, while I was still there on site to
          observe.  Later I found out it is likely a Cicindela
          depressula.  Kewall!</p>
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    </blockquote>
    <br>
    Indeed. The dispirited tiger beetle! (the name apparently has to do
    with the "broken elbow" in the patterning, rather than any mood in
    the beetle) I know the problem of photographing tiger beetles - they
    refuse to sit still for a picture. <br>
    <br>
    An automatic species detector would be awesome. But it is tricky to
    get the species right. I can imagine software recognizing the
    picture above as "a cincidelid beetle", and likely homing in on a
    few likely species based on color and location. But to get to
    Cicindela depressula you need to check the length of the labrum and
    how the eybrow bristles look - and that requires a facial closeup.
    Many species are even worse, you need to dissect them to figure out
    what they are. So the species detector should have a micro-DNA
    sample device too, in order to use DNA barcodes.<br>
    <br>
    There are a few projects going in this direction:<br>
    <a
      href="http://link.springer.com/article/10.1007%2Fs00371-013-0782-8">http://link.springer.com/article/10.1007%2Fs00371-013-0782-8</a><br>
    <a
      href="http://www.ppgia.pucpr.br/%7Ealekoe/Papers/ISM2011-Koerich.pdf">http://www.ppgia.pucpr.br/~alekoe/Papers/ISM2011-Koerich.pdf</a><br>
    <a
href="http://www.cs.waikato.ac.nz/%7Eml/publications/2006/MayoSGAI_2006.pdf">http://www.cs.waikato.ac.nz/~ml/publications/2006/MayoSGAI_2006.pdf</a><br>
    <a
href="https://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6481468&sortType%3Dasc_p_Sequence%26filter%3DAND%28p_IS_Number%3A4358066%29">https://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6481468&sortType%3Dasc_p_Sequence%26filter%3DAND(p_IS_Number%3A4358066)</a><br>
    <a href="http://leafsnap.com/">http://leafsnap.com/</a><br>
    <br>
    It seems to me that sensor fusion is the way to go: use pictures,
    animations, recorded birdsong, whatever to help focus the search.
    One could use something like <a
      href="http://people.csail.mit.edu/torralba/tinyimages/">http://people.csail.mit.edu/torralba/tinyimages/</a>
    or <a
href="http://googleresearch.blogspot.se/2013/06/fast-accurate-detection-of-100000.html">http://googleresearch.blogspot.se/2013/06/fast-accurate-detection-of-100000.html</a>
    to do an overall guess at what kind of critter it is, then apply
    local expert software to narrow things down. In many cases it will
    just tell you "some kind of cincidelid" or "little brown thing" due
    to lack of information, but I suspect it will be amazingly good
    under the right circumstances. <br>
    <br>
    I think we will get the system eventually. And probably sooner than
    it looks. <br>
    <pre class="moz-signature" cols="72">-- 
Dr Anders Sandberg
Future of Humanity Institute
Oxford Martin School
Oxford University
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