diff --git a/coffeine/power_features.py b/coffeine/power_features.py
index 78ac510..6d94c28 100644
--- a/coffeine/power_features.py
+++ b/coffeine/power_features.py
@@ -2,7 +2,12 @@
 import numpy as np
 import pandas as pd
 from scipy.stats import trim_mean
-from pyriemann.estimation import CospCovariances
+try:
+    from pyriemann.estimation import CospCovariances
+except ImportError:
+    # CospCovariances was renamed to CoSpectra in pyriemann 0.6
+    # and removed in pyriemann 0.7 (PR #327)
+    from pyriemann.estimation import CoSpectra as CospCovariances
 import mne
 from mne.io import BaseRaw
 from mne.epochs import BaseEpochs