diff --git a/pretrainedmodels/models/senet.py b/pretrainedmodels/models/senet.py
index 20bd122f..bc669b91 100644
--- a/pretrainedmodels/models/senet.py
+++ b/pretrainedmodels/models/senet.py
@@ -320,7 +320,7 @@ def __init__(self, block, layers, groups, reduction, dropout_p=0.2,
             downsample_kernel_size=downsample_kernel_size,
             downsample_padding=downsample_padding
         )
-        self.avg_pool = nn.AvgPool2d(7, stride=1)
+        self.avg_pool = nn.AdaptiveAvgPool2d(1)
         self.dropout = nn.Dropout(dropout_p) if dropout_p is not None else None
         self.last_linear = nn.Linear(512 * block.expansion, num_classes)