Update README.md

README.md

@@ -104,6 +104,36 @@ We evaluated this checkpoint in the Imgsys public benchmark. MaPO was able to ou
 <img src="https://mapo-t2i.github.io/static/images/imgsys.png" width=750/>
 </div>
 
+The table below reports memory efficiency of MaPO, making it a better alternative for alignment fine-tuning of diffusion models:
+
+<table>
+    <caption>Computational costs of Diffusion-DPO and MaPO</caption>
+    <thead>
+        <tr>
+            <th></th>
+            <th>Diffusion-DPO</th>
+            <th>MaPO <span class="ours">(Ours)</span></th>
+        </tr>
+    </thead>
+    <tbody>
+        <tr>
+            <td>Time (↓)</td>
+            <td>63.5</td>
+            <td>54.3 (-14.5%)</td>
+        </tr>
+        <tr>
+            <td>GPU Mem. (↓)</td>
+            <td>55.9</td>
+            <td>46.1 (-17.5%)</td>
+        </tr>
+        <tr>
+            <td>Max Batch (↑)</td>
+            <td>4</td>
+            <td>16 (×4)</td>
+        </tr>
+    </tbody>
+</table>
+
 
 ## Inference