diff --git a/napari_cellseg3d/code_models/model_framework.py b/napari_cellseg3d/code_models/model_framework.py
index 7caff7b6..1d90e906 100644
--- a/napari_cellseg3d/code_models/model_framework.py
+++ b/napari_cellseg3d/code_models/model_framework.py
@@ -3,6 +3,8 @@
 from typing import TYPE_CHECKING
 
 import torch
+import torch.backends
+import torch.backends.mps
 
 if TYPE_CHECKING:
     import napari
@@ -94,6 +96,14 @@ def __init__(
         available_devices = ["CPU"] + [
             f"GPU {i}" for i in range(torch.cuda.device_count())
         ]
+        from napari_cellseg3d.utils import _is_mps_available
+
+        try:
+            if _is_mps_available(torch):
+                available_devices.append("MPS (beta)")
+        except Exception as e:
+            logger.error(f"Error while checking MPS availability : {e}")
+
         self.device_choice = ui.DropdownMenu(
             available_devices,
             parent=self,
@@ -345,6 +355,8 @@ def check_device_choice(self):
         elif "GPU" in choice:
             i = int(choice.split(" ")[1])
             device = f"cuda:{i}"
+        elif choice == "MPS (beta)":  # TODO : check if MPS is available
+            device = "mps"
         else:
             device = self.get_device()
         logger.debug(f"DEVICE choice : {device}")
diff --git a/napari_cellseg3d/code_models/worker_inference.py b/napari_cellseg3d/code_models/worker_inference.py
index 46ba77eb..38e2f036 100644
--- a/napari_cellseg3d/code_models/worker_inference.py
+++ b/napari_cellseg3d/code_models/worker_inference.py
@@ -838,6 +838,11 @@ def inference(self):
             torch.set_num_threads(1)  # required for threading on macOS ?
             self.log("Number of threads has been set to 1 for macOS")
 
+        if self.config.device == "mps":
+            from os import environ
+
+            environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
+
         try:
             dims = self.config.model_info.model_input_size
             self.log(f"MODEL DIMS : {dims}")
diff --git a/napari_cellseg3d/utils.py b/napari_cellseg3d/utils.py
index 45f50582..fd9f2f32 100644
--- a/napari_cellseg3d/utils.py
+++ b/napari_cellseg3d/utils.py
@@ -7,6 +7,7 @@
 
 import napari
 import numpy as np
+import pkg_resources
 import torch
 from monai.transforms import Zoom
 from numpy.random import PCG64, Generator
@@ -645,3 +646,18 @@ def fraction_above_threshold(volume: np.array, threshold=0.5) -> float:
         f"non zero in above_thresh : {np.count_nonzero(above_thresh)}"
     )
     return np.count_nonzero(above_thresh) / np.size(flattened)
+
+
+def _is_mps_available(torch):
+    available = False
+    if pkg_resources.parse_version(
+        torch.__version__
+    ) >= pkg_resources.parse_version("1.12"):
+        LOGGER.debug("Torch version is 1.12 or higher, compatible with MPS")
+        if torch.backends.mps.is_available():
+            LOGGER.debug("MPS is available")
+            if torch.backends.mps.is_built():
+                LOGGER.debug("MPS is built")
+                available = True
+
+    return available