diff --git a/cxrl2024/index.html b/cxrl2024/index.html
index a1656a3..a339183 100644
--- a/cxrl2024/index.html
+++ b/cxrl2024/index.html
@@ -359,91 +359,43 @@ <h4 class="title is-4 has-text-centered">EiCue</h4>
 
     <div class="columns is-centered">
       <div class="column is-four-fifths">
-        <h3 class="title is-3 has-text-centered">Qualitive Results</h3>
-        
+        <h3 class="title is-3 has-text-centered">Qualitative Results</h3>
+
         <br>
-        <h4 class="title is-4 has-text-centered">COCO-Stuff</h4>
+        <h4 class="title is-4 has-text-centered">Qualitative ablation on each reward model</h4>
         <section class="hero is-light is-small">
-          <div class="slideContent">
-            <div style="width: 100%;">
-              <div id="results-carousel" class="carousel results-carousel">
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/coco1.png" alt="Coco figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/coco2.png" alt="Coco figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/coco3.png" alt="Coco figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/coco4.png" alt="Coco figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/coco5.png" alt="Coco figure">
-                  </div>
-                </div>
-              </div>
-            </div>
-          </div>
           <div class="content has-text-centered">
-            <img src="./static/images/labels_coco.png" alt="Coco label">
+            <img src="./static/images/result1.png" alt="Qualitative ablation">
           </div>
         </section>
         <div class="content has-text-centered">
           <p>
-            Qualitative results of COCO-Stuff dataset trained with ViT-S/8 backbone.
+             <ul>
+               <li>(a): CXRL shows significantly better alignment of the <i>clavicle</i> and <i>costophrenic angle</i> compared to the anchor regarding posture alignment.</li>
+               <li>(b): CXRL demonstrates improved predictive diagnostic accuracy, closely matching the GT and enhancing clinical decision-making</li>
+               <li>(c): The multimodal consistency reward ensures that CXRs and reports correspond well, as observed by arrows and text in matching colors.</li>
+             </ul>
           </p>
         </div>
 
         <br>
-        <h4 class="title is-4 has-text-centered">Cityscapes</h4>
+        <h4 class="title is-4 has-text-centered">Qualitative ablation on each reward model</h4>
         <section class="hero is-light is-small">
-          <div class="slideContent">
-            <div style="width: 100%;">
-              <div id="results-carousel" class="carousel results-carousel">
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/city1.png" alt="City figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/city2.png" alt="City figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/city3.png" alt="City figure">
-                  </div>
-                </div>
-                <div class="">
-                  <div class="content has-text-centered">
-                    <img src="./static/images/city4.png" alt="City figure">
-                  </div>
-                </div>
-              </div>
-            </div>
-          </div>
           <div class="content has-text-centered">
-            <img src="./static/images/labels_city.png" alt="Coco label">
+            <img src="./static/images/result2.png" alt="Qualitative ablation">
           </div>
         </section>
         <div class="content has-text-centered">
           <p>
-            Qualitative results of Cityscapes dataset trained with ViT-B/8 backbone.
+             <ul>
+               <li>(a): CXRL shows significantly better alignment of the <i>clavicle</i> and <i>costophrenic angle</i> compared to the anchor regarding posture alignment.</li>
+               <li>(b): CXRL demonstrates improved predictive diagnostic accuracy, closely matching the GT and enhancing clinical decision-making</li>
+               <li>(c): The multimodal consistency reward ensures that CXRs and reports correspond well, as observed by arrows and text in matching colors.</li>
+             </ul>
           </p>
         </div>
 
+        
         <br>
         <h4 class="title is-4 has-text-centered">Qualitative ablation on each reward model</h4>
         <section class="hero is-light is-small">
@@ -477,7 +429,7 @@ <h3 class="title is-3 has-text-centered">Evaluation of generated CXRs from multi
         <br>
         <h4 class="title is-4 has-text-centered">COCO-Stuff</h4>
         <div class="content has-text-centered">
-          <img src="./static/images/table1.png" alt="three-evaluation" width="70%">
+          <img src="./static/images/table1.png" alt="three-evaluation" width="80%">
           <p>
             The table compares the performance of various methods using three evaluation metrics.
           </p>
@@ -486,7 +438,7 @@ <h4 class="title is-4 has-text-centered">COCO-Stuff</h4>
         <br>
         <h4 class="title is-4 has-text-centered">CXR Quality Table</h4>
         <div class="content has-text-centered">
-          <img src="./static/images/table2.png" alt="ablation" width="70%">
+          <img src="./static/images/table2.png" alt="ablation" width="80%">
           <p>
             Comparative analysis of generated CXR quality: (a) quantitatively compares established models using FID and MS-SSIM metrics; (b) evaluates the impact of reward components on FID scores.
           </p>