diff --git a/src/refiners/fluxion/layers/__init__.py b/src/refiners/fluxion/layers/__init__.py
index 1269b1a..de38cc0 100644
--- a/src/refiners/fluxion/layers/__init__.py
+++ b/src/refiners/fluxion/layers/__init__.py
@@ -44,6 +44,7 @@ from refiners.fluxion.layers.pixelshuffle import PixelUnshuffle
 from refiners.fluxion.layers.sampling import Downsample, Upsample, Interpolate
 from refiners.fluxion.layers.embedding import Embedding
 from refiners.fluxion.layers.converter import Converter
+from refiners.fluxion.layers.maxpool import MaxPool1d, MaxPool2d
 
 __all__ = [
     "Embedding",
@@ -104,4 +105,6 @@ __all__ = [
     "ReflectionPad2d",
     "PixelUnshuffle",
     "Converter",
+    "MaxPool1d",
+    "MaxPool2d",
 ]
diff --git a/src/refiners/fluxion/layers/maxpool.py b/src/refiners/fluxion/layers/maxpool.py
new file mode 100644
index 0000000..60ffd0a
--- /dev/null
+++ b/src/refiners/fluxion/layers/maxpool.py
@@ -0,0 +1,42 @@
+from torch import nn
+from refiners.fluxion.layers.module import Module
+
+
+class MaxPool1d(nn.MaxPool1d, Module):
+    def __init__(
+        self,
+        kernel_size: int,
+        stride: int | None = None,
+        padding: int = 0,
+        dilation: int = 1,
+        return_indices: bool = False,
+        ceil_mode: bool = False,
+    ) -> None:
+        super().__init__(
+            kernel_size=kernel_size,
+            stride=stride,
+            padding=padding,
+            dilation=dilation,
+            return_indices=return_indices,
+            ceil_mode=ceil_mode,
+        )
+
+
+class MaxPool2d(nn.MaxPool2d, Module):
+    def __init__(
+        self,
+        kernel_size: int | tuple[int, int],
+        stride: int | tuple[int, int] | None = None,
+        padding: int | tuple[int, int] = (0, 0),
+        dilation: int | tuple[int, int] = (1, 1),
+        return_indices: bool = False,
+        ceil_mode: bool = False,
+    ) -> None:
+        super().__init__(
+            kernel_size=kernel_size,
+            stride=stride,
+            padding=padding,  # type: ignore
+            dilation=dilation,
+            return_indices=return_indices,
+            ceil_mode=ceil_mode,
+        )