diff --git a/src/layers/core/Dropout.js b/src/layers/core/Dropout.js
index 1d4f232..50e5a4b 100644
--- a/src/layers/core/Dropout.js
+++ b/src/layers/core/Dropout.js
@@ -2,7 +2,8 @@ import Layer from '../../Layer'
 
 /**
  * Dropout layer class
- * Note that this layer is here for compatibility, it's only applied during training time.
+ * Note that this layer is here only for compatibility purposes,
+ * as it's only active during training phase.
  */
 export default class Dropout extends Layer {
   /**
diff --git a/src/layers/core/SpatialDropout2D.js b/src/layers/core/SpatialDropout2D.js
new file mode 100644
index 0000000..65a9da4
--- /dev/null
+++ b/src/layers/core/SpatialDropout2D.js
@@ -0,0 +1,35 @@
+import Layer from '../../Layer'
+
+/**
+ * SpatialDropout2D layer class
+ * Note that this layer is here only for compatibility purposes,
+ * as it's only active during training phase.
+ */
+export default class SpatialDropout2D extends Layer {
+  /**
+   * Creates an SpatialDropout2D layer
+   * @param {number} attrs.p - fraction of the input units to drop (between 0 and 1)
+   * @param {number} [attrs.dimOrdering] - `tf` or `th`
+   */
+  constructor (attrs = {}) {
+    super(attrs)
+    this.layerClass = 'SpatialDropout2D'
+
+    const {
+      p = 0.5,
+      dimOrdering = 'tf'
+    } = attrs
+
+    this.p = Math.min(Math.max(0, p), 1)
+    this.dimOrdering = dimOrdering
+  }
+
+  /**
+   * Method for layer computational logic
+   * @param {Tensor} x
+   * @returns {Tensor} x
+   */
+  call (x) {
+    return x
+  }
+}
diff --git a/src/layers/core/SpatialDropout3D.js b/src/layers/core/SpatialDropout3D.js
new file mode 100644
index 0000000..e63966f
--- /dev/null
+++ b/src/layers/core/SpatialDropout3D.js
@@ -0,0 +1,35 @@
+import Layer from '../../Layer'
+
+/**
+ * SpatialDropout3D layer class
+ * Note that this layer is here only for compatibility purposes,
+ * as it's only active during training phase.
+ */
+export default class SpatialDropout3D extends Layer {
+  /**
+   * Creates an SpatialDropout3D layer
+   * @param {number} attrs.p - fraction of the input units to drop (between 0 and 1)
+   * @param {number} [attrs.dimOrdering] - `tf` or `th`
+   */
+  constructor (attrs = {}) {
+    super(attrs)
+    this.layerClass = 'SpatialDropout3D'
+
+    const {
+      p = 0.5,
+      dimOrdering = 'tf'
+    } = attrs
+
+    this.p = Math.min(Math.max(0, p), 1)
+    this.dimOrdering = dimOrdering
+  }
+
+  /**
+   * Method for layer computational logic
+   * @param {Tensor} x
+   * @returns {Tensor} x
+   */
+  call (x) {
+    return x
+  }
+}
diff --git a/src/layers/core/index.js b/src/layers/core/index.js
index e18356e..1b0da9c 100644
--- a/src/layers/core/index.js
+++ b/src/layers/core/index.js
@@ -1,6 +1,8 @@
 import Dense from './Dense'
 import Activation from './Activation'
 import Dropout from './Dropout'
+import SpatialDropout2D from './SpatialDropout2D'
+import SpatialDropout3D from './SpatialDropout3D'
 import Flatten from './Flatten'
 import Reshape from './Reshape'
 import Permute from './Permute'
@@ -13,6 +15,8 @@ export {
   Dense,
   Activation,
   Dropout,
+  SpatialDropout2D,
+  SpatialDropout3D,
   Flatten,
   Reshape,
   Permute,