diff --git a/chirp/audio_utils.py b/chirp/audio_utils.py
index 4d98a165..ee294659 100644
--- a/chirp/audio_utils.py
+++ b/chirp/audio_utils.py
@@ -366,7 +366,8 @@ def ema_conv1d(
   padded_inp = jnp.concatenate([left_pad, xs], axis=1)
 
   kernel = jnp.array(
-      [(1.0 - gamma) ** k for k in range(conv_width - 1)] + [gamma]
+      [(1.0 - gamma) ** (conv_width - 1)]
+      + [gamma * (1.0 - gamma) ** k for k in range(conv_width - 2, -1, -1)]
   ).astype(xs.dtype)
   if isinstance(gamma, float) or gamma.ndim == 0:
     kernel = kernel[jnp.newaxis, jnp.newaxis, :]
diff --git a/chirp/tests/audio_utils_test.py b/chirp/tests/audio_utils_test.py
index ac53ad03..f5b6663c 100644
--- a/chirp/tests/audio_utils_test.py
+++ b/chirp/tests/audio_utils_test.py
@@ -15,6 +15,7 @@
 
 """Tests for audio utilities."""
 
+import functools
 import os
 
 from chirp import audio_utils
@@ -119,6 +120,22 @@ def test_pcen(self):
 
     np.testing.assert_allclose(out, librosa_out, rtol=5e-2)
 
+  def test_ema(self):
+    rng = np.random.default_rng(seed=0)
+    inputs = rng.normal(size=(128, 3))
+    gamma = 0.9
+    outputs, _ = audio_utils.ema(inputs, gamma)
+    ref = functools.reduce(lambda x, y: (1 - gamma) * x + gamma * y, inputs)
+    np.testing.assert_allclose(outputs[-1], ref, rtol=1e-6)
+
+  def test_ema_conv1d(self):
+    rng = np.random.default_rng(seed=0)
+    inputs = rng.normal(size=(128, 3))
+    gamma = 0.9
+    outputs = audio_utils.ema_conv1d(inputs[None], gamma, conv_width=-1)[0]
+    ref = functools.reduce(lambda x, y: (1 - gamma) * x + gamma * y, inputs)
+    np.testing.assert_allclose(outputs[-1], ref, rtol=1e-6)
+
   @parameterized.product(
       # NOTE: TF and JAX have different outputs when nperseg is odd.
       nperseg=(256, 230),