diff --git a/dygraph/datasets/ade.py b/dygraph/datasets/ade.py
index c65c3994b708c7b7ebc84cf44d2067ae2478aafd..6a220adb91430a96d443556cc97bd1e770b90bc6 100644
--- a/dygraph/datasets/ade.py
+++ b/dygraph/datasets/ade.py
@@ -14,6 +14,9 @@
 
 import os
 
+import numpy as np
+from PIL import Image
+
 from .dataset import Dataset
 from utils.download import download_file_and_uncompress
 
@@ -74,3 +77,21 @@ class ADE20K(Dataset):
             img_path = os.path.join(img_dir, img_files[i])
             grt_path = os.path.join(grt_dir, grt_files[i])
             self.file_list.append([img_path, grt_path])
+
+    def __getitem__(self, idx):
+        image_path, grt_path = self.file_list[idx]
+        if self.mode == 'test':
+            im, im_info, _ = self.transforms(im=image_path)
+            im = im[np.newaxis, ...]
+            return im, im_info, image_path
+        elif self.mode == 'val':
+            im, im_info, _ = self.transforms(im=image_path)
+            im = im[np.newaxis, ...]
+            label = np.asarray(Image.open(grt_path))
+            label = label - 1
+            label = label[np.newaxis, np.newaxis, :, :]
+            return im, im_info, label
+        else:
+            im, im_info, label = self.transforms(im=image_path, label=grt_path)
+            label = label - 1
+            return im, label