Update README.md

README.md

@@ -37,7 +37,7 @@ This repository contains the **pre-trained weights** for the paper **"I2E: Real-
 
 We provide pre-trained models for **I2E-CIFAR** and **I2E-ImageNet**. You can download the `.pth` files directly from the **Files and versions** tab in this repository.
 
-<table>
+<table border="1">
     <tr>
         <th>Target Dataset</th>
         <th align="center">Architecture</th>
@@ -47,75 +47,75 @@ We provide pre-trained models for **I2E-CIFAR** and **I2E-ImageNet**. You can do
     <!-- CIFAR10-DVS -->
     <tr>
         <td rowspan="3" align="center" style="vertical-align: middle;"><strong>CIFAR10-DVS</strong><br>(Real)</td>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline</td>
-        <td align="center">65.6%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline</td>
+        <td align="center" style="vertical-align: middle;">65.6%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Transfer-I</td>
-        <td align="center">83.1%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Transfer-I</td>
+        <td align="center" style="vertical-align: middle;">83.1%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Transfer-II (Sim-to-Real)</td>
-        <td align="center"><strong>92.5%</strong></td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Transfer-II (Sim-to-Real)</td>
+        <td align="center" style="vertical-align: middle;"><strong>92.5%</strong></td>
     </tr>
     <!-- I2E-CIFAR10 -->
     <tr>
         <td rowspan="3" align="center" style="vertical-align: middle;"><strong>I2E-CIFAR10</strong></td>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline-I</td>
-        <td align="center">85.07%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline-I</td>
+        <td align="center" style="vertical-align: middle;">85.07%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline-II</td>
-        <td align="center">89.23%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline-II</td>
+        <td align="center" style="vertical-align: middle;">89.23%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Transfer-I</td>
-        <td align="center"><strong>90.86%</strong></td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Transfer-I</td>
+        <td align="center" style="vertical-align: middle;"><strong>90.86%</strong></td>
     </tr>
     <!-- I2E-CIFAR100 -->
     <tr>
         <td rowspan="3" align="center" style="vertical-align: middle;"><strong>I2E-CIFAR100</strong></td>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline-I</td>
-        <td align="center">51.32%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline-I</td>
+        <td align="center" style="vertical-align: middle;">51.32%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline-II</td>
-        <td align="center">60.68%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline-II</td>
+        <td align="center" style="vertical-align: middle;">60.68%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Transfer-I</td>
-        <td align="center"><strong>64.53%</strong></td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Transfer-I</td>
+        <td align="center" style="vertical-align: middle;"><strong>64.53%</strong></td>
     </tr>
     <!-- I2E-ImageNet -->
     <tr>
         <td rowspan="4" align="center" style="vertical-align: middle;"><strong>I2E-ImageNet</strong></td>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline-I</td>
-        <td align="center">48.30%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline-I</td>
+        <td align="center" style="vertical-align: middle;">48.30%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Baseline-II</td>
-        <td align="center">57.97%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Baseline-II</td>
+        <td align="center" style="vertical-align: middle;">57.97%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet18</td>
-        <td align="center">Transfer-I</td>
-        <td align="center">59.28%</td>
+        <td align="center" style="vertical-align: middle;">MS-ResNet18</td>
+        <td align="center" style="vertical-align: middle;">Transfer-I</td>
+        <td align="center" style="vertical-align: middle;">59.28%</td>
     </tr>
     <tr>
-        <td align="center">MS-ResNet34</td>
-        <td align="center">Baseline-II</td>
-        <td align="center"><strong>60.50%</strong></td>
+        <td align="center" style="vertical-align: middle;"><strong>MS-ResNet34</strong></td>
+        <td align="center" style="vertical-align: middle;"><strong>Baseline-II</strong></td>
+        <td align="center" style="vertical-align: middle;"><strong>60.50%</strong></td>
     </tr>
 </table>
 
@@ -129,18 +129,20 @@ We provide pre-trained models for **I2E-CIFAR** and **I2E-ImageNet**. You can do
 
 Below is the visualization of the I2E conversion process. We illustrate the high-fidelity conversion from static RGB images to dynamic event streams.
 
-<div align="center">
-  <img src="./assets/original_1.jpg" width="22%" alt="Original RGB Image 1">
-  <img src="./assets/converted_1.gif" width="22%" alt="Converted Event Stream 1">
-  <img src="./assets/original_2.jpg" width="22%" alt="Original RGB Image 2">
-  <img src="./assets/converted_2.gif" width="22%" alt="Converted Event Stream 2">
-</div>
-<div align="center">
-  <img src="./assets/original_3.jpg" width="22%" alt="Original RGB Image 3">
-  <img src="./assets/converted_3.gif" width="22%" alt="Converted Event Stream 3">
-  <img src="./assets/original_4.jpg" width="22%" alt="Original RGB Image 4">
-  <img src="./assets/converted_4.gif" width="22%" alt="Converted Event Stream 4">
-</div>
+<table border="0" style="width: 100%">
+  <tr>
+    <td width="25%" align="center"><img src="./assets/original_1.jpg" alt="Original 1" style="width:100%"></td>
+    <td width="25%" align="center"><img src="./assets/converted_1.gif" alt="Converted 1" style="width:100%"></td>
+    <td width="25%" align="center"><img src="./assets/original_2.jpg" alt="Original 2" style="width:100%"></td>
+    <td width="25%" align="center"><img src="./assets/converted_2.gif" alt="Converted 2" style="width:100%"></td>
+  </tr>
+  <tr>
+    <td width="25%" align="center"><img src="./assets/original_3.jpg" alt="Original 3" style="width:100%"></td>
+    <td width="25%" align="center"><img src="./assets/converted_3.gif" alt="Converted 3" style="width:100%"></td>
+    <td width="25%" align="center"><img src="./assets/original_4.jpg" alt="Original 4" style="width:100%"></td>
+    <td width="25%" align="center"><img src="./assets/converted_4.gif" alt="Converted 4" style="width:100%"></td>
+  </tr>
+</table>
 
 ## 💻 Usage & Datasets
 
@@ -162,5 +164,4 @@ If you find this work or the models useful, please cite our AAAI 2026 paper:
   author={Ma, Ruichen and Meng, Liwei and Qiao, Guanchao and Ning, Ning and Liu, Yang and Hu, Shaogang},
   journal={arXiv preprint arXiv:2511.08065},
   year={2025}
-}
-```
+}