diff --git a/mmedit/models/editors/rdn/rdn_net.py b/mmedit/models/editors/rdn/rdn_net.py
index 29fa19ce70..24eeb912f8 100644
--- a/mmedit/models/editors/rdn/rdn_net.py
+++ b/mmedit/models/editors/rdn/rdn_net.py
@@ -15,6 +15,11 @@ class RDNNet(BaseModule):
     'RDN-pytorch/blob/master/models.py'
     Copyright (c) 2021, JaeYun Yeo, under MIT License.
 
+    Most of the implementation follows the implementation in:
+    'https://github.com/sanghyun-son/EDSR-PyTorch.git'
+    'EDSR-PyTorch/blob/master/src/model/rdn.py'
+    Copyright (c) 2017, sanghyun-son, under MIT license.
+
     Args:
         in_channels (int): Channel number of inputs.
         out_channels (int): Channel number of outputs.
@@ -51,16 +56,15 @@ def __init__(self,
             mid_channels, mid_channels, kernel_size=3, padding=3 // 2)
 
         # residual dense blocks
-        self.rdbs = nn.ModuleList(
-            [RDB(self.mid_channels, self.channel_growth, self.num_layers)])
-        for _ in range(self.num_blocks - 1):
+        self.rdbs = nn.ModuleList()
+        for _ in range(self.num_blocks):
             self.rdbs.append(
-                RDB(self.channel_growth, self.channel_growth, self.num_layers))
+                RDB(self.mid_channels, self.channel_growth, self.num_layers))
 
         # global feature fusion
         self.gff = nn.Sequential(
             nn.Conv2d(
-                self.channel_growth * self.num_blocks,
+                self.mid_channels * self.num_blocks,
                 self.mid_channels,
                 kernel_size=1),
             nn.Conv2d(
@@ -165,7 +169,7 @@ def __init__(self, in_channels, channel_growth, num_layers):
         # local feature fusion
         self.lff = nn.Conv2d(
             in_channels + channel_growth * num_layers,
-            channel_growth,
+            in_channels,
             kernel_size=1)
 
     def forward(self, x):
diff --git a/tests/test_models/test_editors/test_rdn/test_rdn_net.py b/tests/test_models/test_editors/test_rdn/test_rdn_net.py
index ba84ed32ca..9e3b939be8 100644
--- a/tests/test_models/test_editors/test_rdn/test_rdn_net.py
+++ b/tests/test_models/test_editors/test_rdn/test_rdn_net.py
@@ -19,6 +19,7 @@ def test_rdn():
         in_channels=3,
         out_channels=3,
         mid_channels=64,
+        channel_growth=32,
         num_blocks=16,
         upscale_factor=scale)