diff --git a/torchvision/models/inception.py b/torchvision/models/inception.py
index 7e7f27bbde0..9c49944a73a 100644
--- a/torchvision/models/inception.py
+++ b/torchvision/models/inception.py
@@ -118,7 +118,8 @@ def forward(self, x):
         # 8 x 8 x 2048
         x = self.Mixed_7c(x)
         # 8 x 8 x 2048
-        x = F.avg_pool2d(x, kernel_size=8)
+        # Adaptive average pooling
+        x = F.adaptive_avg_pool2d(x, (1, 1))
         # 1 x 1 x 2048
         x = F.dropout(x, training=self.training)
         # 1 x 1 x 2048
@@ -311,6 +312,9 @@ def forward(self, x):
         # 5 x 5 x 128
         x = self.conv1(x)
         # 1 x 1 x 768
+        # Adaptive average pooling
+        x = F.adaptive_avg_pool2d(x, (1, 1))
+        # 1 x 1 x 768
         x = x.view(x.size(0), -1)
         # 768
         x = self.fc(x)