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    <title>DEV Community: MohammadMahdi Negahban</title>
    <description>The latest articles on DEV Community by MohammadMahdi Negahban (@mohammadmahdi_negahban_83).</description>
    <link>https://dev.to/mohammadmahdi_negahban_83</link>
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      <title>DEV Community: MohammadMahdi Negahban</title>
      <link>https://dev.to/mohammadmahdi_negahban_83</link>
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      <title>How We Built WildTrack AI: A Multi-Tech Approach to Revolutionizing Wildlife Exploration</title>
      <dc:creator>MohammadMahdi Negahban</dc:creator>
      <pubDate>Tue, 19 Nov 2024 21:08:05 +0000</pubDate>
      <link>https://dev.to/mohammadmahdi_negahban_83/how-we-built-wildtrack-ai-a-multi-tech-approach-to-revolutionizing-wildlife-exploration-2684</link>
      <guid>https://dev.to/mohammadmahdi_negahban_83/how-we-built-wildtrack-ai-a-multi-tech-approach-to-revolutionizing-wildlife-exploration-2684</guid>
      <description>&lt;h4&gt;
  
  
  🚀 Introduction
&lt;/h4&gt;

&lt;p&gt;Hi Dev Community! 👋  &lt;/p&gt;

&lt;p&gt;I’m excited to share &lt;strong&gt;WildTrack AI&lt;/strong&gt;, an app designed to revolutionize wildlife exploration by combining advanced &lt;strong&gt;AI&lt;/strong&gt;, &lt;strong&gt;Objective-C&lt;/strong&gt;, &lt;strong&gt;Swift&lt;/strong&gt;, and &lt;strong&gt;SwiftUI&lt;/strong&gt; technologies. This app leverages modern development tools to identify animals, provide detailed species data, and even measure paw prints using &lt;strong&gt;AR technology&lt;/strong&gt;. Whether you’re a developer interested in building multi-tech apps or just a nature enthusiast, this post dives into the technical journey behind WildTrack AI.  &lt;/p&gt;

&lt;h3&gt;
  
  
  ✨ Key Features
&lt;/h3&gt;

&lt;h4&gt;
  
  
  1️⃣ &lt;strong&gt;Discover and Learn&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;🦒 &lt;strong&gt;Extensive Animal Database&lt;/strong&gt;: High-quality images, videos, and species descriptions.
&lt;/li&gt;
&lt;li&gt;🗺️ &lt;strong&gt;Range Maps&lt;/strong&gt;: Visualize habitats and access tracking tips.
&lt;/li&gt;
&lt;li&gt;🎵 &lt;strong&gt;Animal Sounds&lt;/strong&gt;: Hear wildlife and learn through direct links to trusted sources like Wikipedia and National Geographic.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  2️⃣ &lt;strong&gt;AI-Powered Identification&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;🐾 &lt;strong&gt;Paw Print Recognition&lt;/strong&gt;: Scan prints to identify species with AI.
&lt;/li&gt;
&lt;li&gt;📷 &lt;strong&gt;Photo Uploads&lt;/strong&gt;: Upload images for animal recognition.
&lt;/li&gt;
&lt;li&gt;📏 &lt;strong&gt;AR Ruler&lt;/strong&gt;: Measure prints for better tracking and identification.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  3️⃣ &lt;strong&gt;Explore National Parks&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;🌍 &lt;strong&gt;Filter by Continent or Name&lt;/strong&gt;: Discover parks based on location.
&lt;/li&gt;
&lt;li&gt;🦓 &lt;strong&gt;Comprehensive Details&lt;/strong&gt;: See weather, species, galleries, and directions.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  4️⃣ &lt;strong&gt;In-Depth Wildlife Guides&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;🦶 &lt;strong&gt;Pocket Paw Print Guides&lt;/strong&gt;: Track animals with accurate illustrations.
&lt;/li&gt;
&lt;li&gt;📝 &lt;strong&gt;Personal Journal&lt;/strong&gt;: Record observations for each species.
&lt;/li&gt;
&lt;li&gt;📴 &lt;strong&gt;Offline Access&lt;/strong&gt;: Enjoy wildlife exploration even without internet.
&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  🔧 The Tech Stack
&lt;/h3&gt;

&lt;p&gt;WildTrack AI was built by integrating multiple technologies to deliver a robust and seamless user experience:  &lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;strong&gt;Objective-C Foundation&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;The app's core functionalities are built using &lt;strong&gt;Objective-C&lt;/strong&gt;, providing stability and compatibility with legacy iOS features.  &lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;strong&gt;Swift &amp;amp; SwiftUI&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;To ensure a modern, user-friendly interface, we utilized &lt;strong&gt;Swift&lt;/strong&gt; and &lt;strong&gt;SwiftUI&lt;/strong&gt; for dynamic UI components, smooth animations, and real-time interactivity.  &lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;strong&gt;AI-Powered Identification&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;WildTrack AI uses custom-trained models for &lt;strong&gt;image recognition&lt;/strong&gt; and &lt;strong&gt;paw print analysis&lt;/strong&gt;, allowing the app to identify animal species with high accuracy. These models were integrated with the app's backend for seamless processing.  &lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;strong&gt;ARKit Integration&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;The &lt;strong&gt;AR Ruler&lt;/strong&gt; was implemented using &lt;strong&gt;Apple’s ARKit&lt;/strong&gt;, enabling users to measure paw prints in real-world environments with precision.  &lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;strong&gt;Offline Access with Core Data&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;Core Data ensures that essential animal data is accessible offline, making the app reliable for field use where connectivity may be limited.  &lt;/p&gt;




&lt;h3&gt;
  
  
  🛠️ Challenges and Solutions
&lt;/h3&gt;

&lt;h4&gt;
  
  
  1️⃣ &lt;strong&gt;AI Model Optimization&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Challenge&lt;/strong&gt;: The initial models required high processing power, impacting app performance.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Solution&lt;/strong&gt;: We optimized the models for iOS devices, balancing accuracy and speed without compromising results.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  2️⃣ &lt;strong&gt;Privacy Compliance&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Challenge&lt;/strong&gt;: Ensuring the app adhered to App Store guidelines for data collection and privacy.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Solution&lt;/strong&gt;: We removed unnecessary permissions (e.g., camera and contacts) and clarified location access usage for users.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  3️⃣ &lt;strong&gt;Multi-Tech Integration&lt;/strong&gt;
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Challenge&lt;/strong&gt;: Combining Objective-C with Swift and SwiftUI components.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Solution&lt;/strong&gt;: Using bridging headers and modular design ensured smooth interoperability between technologies.
&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  🌟 Lessons Learned
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Hybrid Development&lt;/strong&gt;: Mixing legacy and modern technologies can be powerful, but requires careful planning.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;User Privacy Matters&lt;/strong&gt;: Transparent data usage builds trust and ensures compliance with platform guidelines.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI Enhances Experiences&lt;/strong&gt;: Leveraging AI in niche applications like wildlife exploration can create impactful tools.
&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  📲 Try WildTrack AI
&lt;/h3&gt;

&lt;p&gt;I’d love for you to try WildTrack AI and share your thoughts!  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Download on the App Store&lt;/strong&gt;:(&lt;a href="https://apps.apple.com/us/app/wildtrackai-discover-nature/id6661030161" rel="noopener noreferrer"&gt;https://apps.apple.com/us/app/wildtrackai-discover-nature/id6661030161&lt;/a&gt;) &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Website&lt;/strong&gt;: &lt;br&gt;
(&lt;a href="https://WildTrackAI.com" rel="noopener noreferrer"&gt;https://WildTrackAI.com&lt;/a&gt;)  &lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  🙌 Let’s Collaborate!
&lt;/h3&gt;

&lt;p&gt;Are you working on a multi-tech app or have ideas for enhancing wildlife exploration with technology? Let’s discuss! Drop your feedback, questions, or suggestions in the comments below.  &lt;/p&gt;

&lt;p&gt;Thank you for being part of this journey to connect technology with nature! 🌍🐾  &lt;/p&gt;

</description>
      <category>ios</category>
      <category>ai</category>
      <category>appstore</category>
      <category>outdoor</category>
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