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      <title>A guide to designing a bear face recognition system</title>
      <link>https://www.earthtoolsmaker.org/posts/bear-identification-with-metric-learning-guide/</link>
      <pubDate>Fri, 12 Apr 2024 00:00:00 +0000</pubDate>
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      <description>&lt;p&gt;In this post we&amp;rsquo;ll walk through the technical development of a bear face&#xA;recognition system — a critical component of the bear identification system&#xA;built in close collaboration with the &lt;a href=&#34;https://bearresearch.org/&#34;&gt;BearID&#xA;Project&lt;/a&gt; NGO.&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Our research and software tool will provide a replicable technique and&#xA;general approach that can be applied to other species beyond bears, which&#xA;could aid conservation efforts worldwide.&lt;/p&gt;&#xA;&lt;p&gt;&lt;cite&gt;– BearID Project&lt;/cite&gt;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;For the full picture, here is the bear identification pipeline — tap through for&#xA;the project:&lt;/p&gt;</description>
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      <title>A guide to designing a bear face segmentation system</title>
      <link>https://www.earthtoolsmaker.org/posts/bear-face-segmentation-guide/</link>
      <pubDate>Thu, 11 Apr 2024 00:00:00 +0000</pubDate>
      <guid>https://www.earthtoolsmaker.org/posts/bear-face-segmentation-guide/</guid>
      <description>&lt;p&gt;In this post we&amp;rsquo;ll walk through the technical development of a bear face&#xA;segmentation system — a critical component of the bear identification system&#xA;built in close collaboration with the &lt;a href=&#34;https://bearresearch.org/&#34;&gt;BearID&#xA;Project&lt;/a&gt; NGO.&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Our research and software tool will provide a replicable technique and&#xA;general approach that can be applied to other species beyond bears, which&#xA;could aid conservation efforts worldwide.&lt;/p&gt;&#xA;&lt;p&gt;&lt;cite&gt;– BearID Project&lt;/cite&gt;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;For the full picture, here is the bear identification pipeline — tap through for&#xA;the project:&lt;/p&gt;</description>
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      <title>How to build a real time bear detection system</title>
      <link>https://www.earthtoolsmaker.org/posts/how-to-build-a-real-time-bear-detection-system/</link>
      <pubDate>Tue, 09 Apr 2024 00:00:00 +0000</pubDate>
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      <description>&lt;p&gt;In this post, we&amp;rsquo;ll walk through the development of a real-time bear detection&#xA;system, built with the NGO&#xA;&lt;a href=&#34;https://www.hack-the-planet.io&#34;&gt;HackThePlanet&lt;/a&gt; to safeguard Romanian farms by&#xA;deterring bears.&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Implementing non-invasive methods to deter bears from approaching farms&#xA;and livestock holds promise in fostering harmonious relations between&#xA;humans and bears.&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;For the full picture, here is the bear deterrence pipeline — tap through for the&#xA;project:&lt;/p&gt;&#xA;&lt;p&gt;&lt;a href=&#34;https://www.earthtoolsmaker.org/projects/carpathian-bear-deterrence/&#34;&gt;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;  &#xA;  &lt;img&#xA;    src=&#34;https://www.earthtoolsmaker.org/images/projects/human_wildlife_conflict_bear/diagrams/pipeline.svg&#34;&#xA;    alt=&#34;The bear deterrence pipeline: watch, detect, trigger, deter&#34;&#xA;    &#xA;    &#xA;    loading=&#34;lazy&#34;&#xA;    decoding=&#34;async&#34;&gt;&#xA;&#xA;&lt;/a&gt;&#xA;&lt;em&gt;Watch → detect the bear on-device → trigger → deter it from the farm&lt;/em&gt;&lt;/p&gt;</description>
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