diff --git a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/config/KerasLayerConfiguration.java b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/config/KerasLayerConfiguration.java
index 7841fdf27..4ffdc20c3 100644
--- a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/config/KerasLayerConfiguration.java
+++ b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/config/KerasLayerConfiguration.java
@@ -334,6 +334,7 @@ public class KerasLayerConfiguration {
     private final String KERAS_ACTIVATION_SIGMOID = "sigmoid";
     private final String KERAS_ACTIVATION_HARD_SIGMOID = "hard_sigmoid";
     private final String KERAS_ACTIVATION_LINEAR = "linear";
+    private final String KERAS_ACTIVATION_SWISH = "swish";
     private final String KERAS_ACTIVATION_ELU = "elu"; // keras 2 only
     private final String KERAS_ACTIVATION_SELU = "selu"; // keras 2 only
 
diff --git a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/utils/KerasActivationUtils.java b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/utils/KerasActivationUtils.java
index f0ddfd912..cdf8bc923 100644
--- a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/utils/KerasActivationUtils.java
+++ b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/utils/KerasActivationUtils.java
@@ -63,6 +63,8 @@ public class KerasActivationUtils {
             dl4jActivation = Activation.HARDSIGMOID;
         } else if (kerasActivation.equals(conf.getKERAS_ACTIVATION_LINEAR())) {
             dl4jActivation = Activation.IDENTITY;
+        } else if (kerasActivation.equals(conf.getKERAS_ACTIVATION_SWISH())) {
+            dl4jActivation = Activation.SWISH;
         } else {
             throw new UnsupportedKerasConfigurationException(
                     "Unknown Keras activation function " + kerasActivation);