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    <title>Westslope cutthroat trout on earthtoolsmaker</title>
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    <description>Recent content in Westslope cutthroat trout on earthtoolsmaker</description>
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      <title>Animal reID</title>
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      <pubDate>Mon, 24 Nov 2025 00:00:00 +0000</pubDate>
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      <description>A modular computer vision framework for individual animal identification using state-of-the-art techniques including metric learning, local feature matching, and spot pattern analysis across multiple species.</description>
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      <title>Identify individuals with Local Feature Matching</title>
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      <description>&lt;p&gt;In this post, we will explore a powerful technique widely used for&#xA;identifying individuals across various species. This method leverages unique&#xA;physical markings that remain relatively stable throughout an organism&amp;rsquo;s&#xA;lifetime, making it effective for species with distinct patterns. For instance,&#xA;&lt;a href=&#34;https://www.sharkguardian.org/whale-shark-research&#34;&gt;whale sharks&lt;/a&gt;, &lt;a href=&#34;https://www.earthtoolsmaker.org/projects/trout_identification/&#34;&gt;trout&lt;/a&gt;,&#xA;&lt;a href=&#34;https://app.fruitpunch.ai/article/2024/02/01/tracking-turtles-how-ai-helps-conservationists-to&#34;&gt;turtles&lt;/a&gt;,&#xA;and&#xA;&lt;a href=&#34;https://app.fruitpunch.ai/article/2023/03/23/understanding-seals-with-ai&#34;&gt;seals&lt;/a&gt;&#xA;all possess unique spot or scale patterns that lend themselves well to this&#xA;computer vision approach.&lt;/p&gt;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;div class=&#34;image-carousel&#34; data-carousel-id=&#34;species-markings-gallery&#34;&gt;&#xA;  &lt;div class=&#34;image-carousel__wrapper&#34;&gt;&#xA;    &lt;ul class=&#34;image-carousel__controls controls list-reset&#34; id=&#34;species-markings-gallery-controls&#34; aria-label=&#34;Carousel Navigation&#34; tabindex=&#34;0&#34;&gt;&#xA;      &lt;li class=&#34;prev&#34; data-controls=&#34;prev&#34; aria-controls=&#34;species-markings-gallery&#34; tabindex=&#34;-1&#34;&gt;&#xA;        &lt;i class=&#34;fa-solid fa-arrow-left-long&#34;&gt;&lt;/i&gt;&#xA;      &lt;/li&gt;&#xA;      &lt;li class=&#34;next&#34; data-controls=&#34;next&#34; aria-controls=&#34;species-markings-gallery&#34; tabindex=&#34;-1&#34;&gt;&#xA;        &lt;i class=&#34;fa-solid fa-arrow-right-long&#34;&gt;&lt;/i&gt;&#xA;      &lt;/li&gt;&#xA;    &lt;/ul&gt;&#xA;&#xA;    &lt;div class=&#34;image-carousel__slider&#34;&#xA;         id=&#34;species-markings-gallery&#34;&#xA;         data-items=&#34;3&#34;&#xA;         data-items-tablet=&#34;2&#34;&#xA;         data-items-mobile=&#34;1&#34;&#xA;         data-gutter=&#34;20&#34;&#xA;         data-loop=&#34;true&#34;&#xA;         tabindex=&#34;0&#34;&gt;&#xA;      &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &lt;div class=&#34;image-carousel__slide&#34;&gt;&#xA;    &#xA;      &#xA;      &lt;img src=&#34;./images/species/turtle2.png&#34; alt=&#34;Turtle&#34; class=&#34;no-lightense&#34; loading=&#34;lazy&#34; data-caption=&#34;Sea turtle with unique shell patterns used for individual identification&#34; data-shadow=&#34;true&#34; data-rounded=&#34;true&#34; /&gt;&#xA;    &#xA;  &lt;/div&gt;&#xA;&#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &lt;div class=&#34;image-carousel__slide&#34;&gt;&#xA;    &#xA;      &#xA;      &lt;img src=&#34;./images/species/seal.jpg&#34; alt=&#34;Seal&#34; class=&#34;no-lightense&#34; loading=&#34;lazy&#34; data-caption=&#34;Seal with distinctive spot patterns on its fur&#34; data-shadow=&#34;true&#34; data-rounded=&#34;true&#34; /&gt;&#xA;    &#xA;  &lt;/div&gt;&#xA;&#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &lt;div class=&#34;image-carousel__slide&#34;&gt;&#xA;    &#xA;      &#xA;      &lt;img src=&#34;./images/species/trout.jpg&#34; alt=&#34;Trout&#34; class=&#34;no-lightense&#34; loading=&#34;lazy&#34; data-caption=&#34;Trout displaying unique spot patterns along its body&#34; data-shadow=&#34;true&#34; data-rounded=&#34;true&#34; /&gt;&#xA;    &#xA;  &lt;/div&gt;&#xA;&#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &#xA;  &lt;div class=&#34;image-carousel__slide&#34;&gt;&#xA;    &#xA;      &#xA;      &lt;img src=&#34;./images/species/whale-shark2.png&#34; alt=&#34;Whale Shark&#34; class=&#34;no-lightense&#34; loading=&#34;lazy&#34; data-caption=&#34;Whale shark with distinctive spot patterns that remain stable throughout its lifetime&#34; data-shadow=&#34;true&#34; data-rounded=&#34;true&#34; /&gt;&#xA;    &#xA;  &lt;/div&gt;&#xA;&#xA;&#xA;    &lt;/div&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&#xA;&lt;p&gt;By harnessing these identifiable features,&#xA;researchers and conservationists can track and monitor individual animals,&#xA;contributing to our understanding of biodiversity and aiding in conservation&#xA;efforts. Join us as we delve into the intricacies of this technique and its&#xA;applications in wildlife identification.&lt;/p&gt;</description>
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      <title>Trout Identification</title>
      <link>https://www.earthtoolsmaker.org/demos/trout_identification/</link>
      <pubDate>Sun, 08 Dec 2024 00:00:00 +0000</pubDate>
      <guid>https://www.earthtoolsmaker.org/demos/trout_identification/</guid>
      <description>Reading the spot patterns on trout to identify individual fish, a non-invasive way to monitor populations.</description>
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      <title>Trout Identification</title>
      <link>https://www.earthtoolsmaker.org/projects/trout_identification/</link>
      <pubDate>Sun, 08 Dec 2024 00:00:00 +0000</pubDate>
      <guid>https://www.earthtoolsmaker.org/projects/trout_identification/</guid>
      <description>Non-invasive technology for monitoring trout populations using computer vision to accurately identify individual fish.</description>
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