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@@ -184,6 +184,25 @@ <h3>AI-Powered "Jarvis" AR Assistant for Motorcyclists</h3>
             </div>
           </article>
 
+          <article class="project-card">
+            <div class="teaser" role="img" aria-label="Interface preview of SemanticSpot showing natural language search and object segmentation in a video.">
+              <img src="assets/group_C.png" alt="SemanticSpot Preview" style="position:absolute; inset:0; width:100%; height:100%; object-fit:cover; z-index:2;">
+              <span class="teaser-label" style="z-index:3;">Group C</span>
+            </div>
+            <div class="project-content">
+              <p class="project-meta">Video Search, Segmentation, Foundation Models</p>
+              <h3>SemanticSpot: "Ctrl+F" for Videos</h3>
+              <p class="project-abstract">
+                Ever wanted to find a specific object or action in a long video without scrubbing through it manually? SemanticSpot is an interactive web app that lets you search videos using natural language. You can simply type a query like "the person wearing a blue hat" or "the red coffee mug". Behind the scenes, the app uses CLIP to instantly locate the exact timestamp where your search appears, and SAM (Segment Anything) to dynamically track and highlight the object on the screen. It’s a smart, zero-shot visual search engine combined with automatic segmentation!
+              </p>
+              <label class="project-toggle-label">
+                <input class="project-toggle" type="checkbox" aria-label="Toggle full project pitch">
+                <span class="project-toggle-more">Read more</span>
+                <span class="project-toggle-less">Show less</span>
+              </label>
+            </div>
+          </article>
+
           <article class="project-card add-project-card">
             <a href="https://github.com/Computer-Vision-2026/Computer-Vision-2026.github.io/edit/main/index.html" target="_blank" rel="noopener">
               <span class="add-project-icon" aria-hidden="true">+</span>