diff --git a/layers/attention.py b/layers/attention.py
index 31cd03b6..8b445da8 100644
--- a/layers/attention.py
+++ b/layers/attention.py
@@ -34,7 +34,7 @@ class LocationSensitiveAttention(nn.Module):
     """Location sensitive attention following
     https://arxiv.org/pdf/1506.07503.pdf"""
     def __init__(self, annot_dim, query_dim, attn_dim,
-                 kernel_size=31, filters=32):
+                 kernel_size=7, filters=20):
         super(LocationSensitiveAttention, self).__init__()
         self.kernel_size = kernel_size
         self.filters = filters