diff --git a/utils.py b/utils.py
index ee3dd928..727a6a08 100644
--- a/utils.py
+++ b/utils.py
@@ -1,21 +1,22 @@
 import numpy as np
 import re
 import functools
+from collections import deque
 
 class AverageMeter(object):
     """Computes and stores the average and current value"""
-    def __init__(self):
+    def __init__(self, window_size=20):
+        self.deque = deque(maxlen=window_size)
         self.initialized = False
         self.val = None
-        self.avg = None
         self.sum = None
         self.count = None
 
     def initialize(self, val, weight):
         self.val = val
-        self.avg = val
         self.sum = val * weight
         self.count = weight
+        self.deque.append(val)
         self.initialized = True
 
     def update(self, val, weight=1):
@@ -28,14 +29,16 @@ def add(self, val, weight):
         self.val = val
         self.sum += val * weight
         self.count += weight
-        self.avg = self.sum / self.count
+        self.deque.append(val)
 
     def value(self):
         return self.val
 
     def average(self):
-        return self.avg
+        return np.mean(self.deque)
 
+    def median(self):
+        return np.median(self.deque)
 
 def unique(ar, return_index=False, return_inverse=False, return_counts=False):
     ar = np.asanyarray(ar).flatten()