Update README.md

README.md

@@ -51,7 +51,7 @@ However, if you are not satisfied with only using the API, feel free to check ou
 <br><br>
 
 ## Results
-### MUGE Text-to-Image Retrieval
+**MUGE Text-to-Image Retrieval**:
 <table border="1" width="100%">
     <tr align="center">
         <th>Setup</th><th colspan="4">Zero-shot</th><th colspan="4">Finetune</th>
@@ -59,20 +59,20 @@ However, if you are not satisfied with only using the API, feel free to check ou
     <tr align="center">
         <td>Metric</td><td>R@1</td><td>R@5</td><td>R@10</td><td>MR</td><td>R@1</td><td>R@5</td><td>R@10</td><td>MR</td>
     </tr>
-    <tr align="center">
-        <td>Wukong<sub>ViT-B</sub></td><td>33.4</td><td>59.3</td><td>69.7</td><td>54.1</td><td>39.2</td><td>66.9</td><td>77.4</td><td>61.2</td>
-	</tr>
 	<tr align="center">
-        <td>R2D2<sub>ViT-B</sub></td><td>-</td><td>-</td><td>-</td><td>-</td><td>47.4</td><td>75.1</td><td>83.5</td><td>68.7</td>
-	</tr>
+        <td width="120%">Wukong</td><td>42.7</td><td>69.0</td><td>78.0</td><td>63.2</td><td>52.7</td><td>77.9</td><td>85.6</td><td>72.1</td>
+    </tr>
 	<tr align="center">
-        <td>CN-CLIP<sub>ViT-B</sub></td><td><b>52.1</b></td><td><b>76.7</b></td><td><b>84.4</b></td><td><b>71.1</b></td><td><b>58.4</b></td><td><b>83.6</b></td><td><b>90.0</b></td><td><b>77.4</b></td>
-	</tr>
+        <td width="120%">R2D2</td><td>49.5</td><td>75.7</td><td>83.2</td><td>69.5</td><td>60.1</td><td>82.9</td><td>89.4</td><td>77.5</td>
+    </tr>
+	<tr align="center">
+        <td width="120%">CN-CLIP</td><td>63.0</td><td>84.1</td><td>89.2</td><td>78.8</td><td>68.9</td><td>88.7</td><td>93.1</td><td>83.6</td>
+    </tr>
 </table>
+<br>
 
-
-### Flickr30K-CN Retrieval
-<table border="1" width="100%">
+**Flickr30K-CN Retrieval**:
+<table border="1" width="120%">
 	<tr align="center">
         <th>Task</th><th colspan="6">Text-to-Image</th><th colspan="6">Image-to-Text</th>
     </tr>
@@ -82,19 +82,19 @@ However, if you are not satisfied with only using the API, feel free to check ou
     <tr align="center">
         <td>Metric</td><td>R@1</td><td>R@5</td><td>R@10</td><td>R@1</td><td>R@5</td><td>R@10</td><td>R@1</td><td>R@5</td><td>R@10</td><td>R@1</td><td>R@5</td><td>R@10</td>
     </tr>
-    <tr align="center">
-        <td>Wukong<sub>ViT-B</sub></td><td>45.7</td><td>73.8</td><td>82.2</td><td>67.6</td><td>89.6</td><td>94.2</td><td>66.2</td><td>88.7</td><td>94.3</td><td>83.9</td><td>97.6</td><td>99.0</td>
-	</tr>
 	<tr align="center">
-        <td>R2D2<sub>ViT-B</sub></td><td>-</td><td>-</td><td>-</td><td>78.3</td><td>94.6</td><td>97.0</td><td>-</td><td>-</td><td>-</td><td>92.6</td><td><b>99.1</b></td><td><b>99.8</b></td>
-	</tr>
+        <td width="120%">Wukong</td><td>51.7</td><td>78.9</td><td>86.3</td><td>77.4</td><td>94.5</td><td>97.0</td><td>76.1</td><td>94.8</td><td>97.5</td><td>92.7</td><td>99.1</td><td>99.6</td>
+    </tr>
+	<tr align="center">
+        <td width="120%">R2D2</td><td>60.9</td><td>86.8</td><td>92.7</td><td>84.4</td><td>96.7</td><td>98.4</td><td>77.6</td><td>96.7</td><td>98.9</td><td>95.6</td><td>99.8</td><td>100.0</td>
+    </tr>
 	<tr align="center">
-        <td>CN-CLIP<sub>ViT-B</sub></td><td><b>62.7</b></td><td><b>86.9</b></td><td><b>92.8</b></td><td><b>79.1</b></td><td><b>94.8</b></td><td><b>97.4</b></td><td><b>74.6</b></td><td><b>93.5</b></td><td><b>97.1</b></td><td><b>93.5</b></td><td>99.0</td><td>99.5</td>
-	</tr>
+        <td width="120%">CN-CLIP</td><td>71.2</td><td>91.4</td><td>95.5</td><td>83.8</td><td>96.9</td><td>98.6</td><td>81.6</td><td>97.5</td><td>98.8</td><td>95.3</td><td>99.7</td><td>100.0</td>
+    </tr>
 </table>
+<br>
 
-
-### COCO-CN Retrieval
+**COCO-CN Retrieval**:
 <table border="1" width="100%">
 	<tr align="center">
         <th>Task</th><th colspan="6">Text-to-Image</th><th colspan="6">Image-to-Text</th>
@@ -105,18 +105,41 @@ However, if you are not satisfied with only using the API, feel free to check ou
     <tr align="center">
         <td>Metric</td><td>R@1</td><td>R@5</td><td>R@10</td><td>R@1</td><td>R@5</td><td>R@10</td><td>R@1</td><td>R@5</td><td>R@10</td><td>R@1</td><td>R@5</td><td>R@10</td>
     </tr>
-    <tr align="center">
-        <td>Wukong<sub>ViT-B</sub></td><td>49.2</td><td>79.4</td><td>87.9</td><td>67.0</td><td>91.4</td><td>96.7</td><td>48.3</td><td>77.8</td><td>88.8</td><td>65.8</td><td>90.3</td><td>96.6</td>
-	</tr>
 	<tr align="center">
-        <td>R2D2<sub>ViT-B</sub></td><td>-</td><td>-</td><td>-</td><td>75.1</td><td>94.2</td><td>98.1</td><td>-</td><td>-</td><td>-</td><td>76.1</td><td>95.3</td><td>98.5</td>
-	</tr>
+        <td width="120%">Wukong</td><td>53.4</td><td>80.2</td><td>90.1</td><td>74.0</td><td>94.4</td><td>98.1</td><td>55.2</td><td>81.0</td><td>90.6</td><td>73.3</td><td>94.0</td><td>98.0</td>
+    </tr>
 	<tr align="center">
-        <td>CN-CLIP<sub>ViT-B</sub></td><td><b>62.2</b></td><td><b>86.6</b></td><td><b>94.9</b></td><td><b>77.0</b></td><td><b>97.1</b></td><td><b>99.0</b></td><td><b>57.0</b></td><td><b>84.1</b></td><td><b>93.6</b></td><td><b>77.4</b></td><td><b>96.2</b></td><td><b>98.9</b></td>
-	</tr>
+        <td width="120%">R2D2</td><td>56.4</td><td>85.0</td><td>93.1</td><td>79.1</td><td>96.5</td><td>98.9</td><td>63.3</td><td>89.3</td><td>95.7</td><td>79.3</td><td>97.1</td><td>98.7</td>
+    </tr>
+	<tr align="center">
+        <td width="120%">CN-CLIP</td><td>69.2</td><td>89.9</td><td>96.1</td><td>81.5</td><td>96.9</td><td>99.1</td><td>63.0</td><td>86.6</td><td>92.9</td><td>83.5</td><td>97.3</td><td>99.2</td>
+    </tr>
 </table>
 <br>
 
+**Zero-shot Image Classification**:
+<table border="1" width="100%">
+	<tr align="center">
+        <th>Task</th><th>CIFAR10</th><th>CIFAR100</th><th>DTD</th><th>EuroSAT</th><th>FER</th><th>FGVC</th><th>KITTI</th><th>MNIST</th><th>PC</th><th>VOC</th>
+    </tr>
+	<tr align="center">
+        <td width="150%">GIT</td><td>88.5</td><td>61.1</td><td>42.9</td><td>43.4</td><td>41.4</td><td>6.7</td><td>22.1</td><td>68.9</td><td>50.0</td><td>80.2</td>
+    </tr>
+    	<tr align="center">
+        <td width="150%">ALIGN</td><td>94.9</td><td>76.8</td><td>66.1</td><td>52.1</td><td>50.8</td><td>25.0</td><td>41.2</td><td>74.0</td><td>55.2</td><td>83.0</td>
+    </tr>
+	<tr align="center">
+        <td width="150%">CLIP</td><td>94.9</td><td>77.0</td><td>56.0</td><td>63.0</td><td>48.3</td><td>33.3</td><td>11.5</td><td>79.0</td><td>62.3</td><td>84.0</td>
+    </tr>
+    	<tr align="center">
+        <td width="150%">Wukong</td><td>95.4</td><td>77.1</td><td>40.9</td><td>50.3</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td>
+    </tr>
+    	<tr align="center">
+        <td width="150%">CN-CLIP</td><td>96.0</td><td>79.7</td><td>51.2</td><td>52.0</td><td>55.1</td><td>26.2</td><td>49.9</td><td>79.4</td><td>63.5</td><td>84.9</td>
+    </tr>
+</table>
+<br><br>
+
 ## Citation
 If you find Chinese CLIP helpful, feel free to cite our paper. Thanks for your support!