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diff --git a/lightning_logs/version_73/hparams.yaml b/lightning_logs/version_73/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_73/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_74/events.out.tfevents.1697382519.Kapoorlabs.20628.74 b/lightning_logs/version_74/events.out.tfevents.1697382519.Kapoorlabs.20628.74
new file mode 100644
index 00000000..5e360f39
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diff --git a/lightning_logs/version_74/hparams.yaml b/lightning_logs/version_74/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_74/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_75/events.out.tfevents.1697382543.Kapoorlabs.20628.75 b/lightning_logs/version_75/events.out.tfevents.1697382543.Kapoorlabs.20628.75
new file mode 100644
index 00000000..b95ffc9c
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diff --git a/lightning_logs/version_75/hparams.yaml b/lightning_logs/version_75/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_75/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_76/events.out.tfevents.1697382599.Kapoorlabs.20628.76 b/lightning_logs/version_76/events.out.tfevents.1697382599.Kapoorlabs.20628.76
new file mode 100644
index 00000000..aca002ad
Binary files /dev/null and b/lightning_logs/version_76/events.out.tfevents.1697382599.Kapoorlabs.20628.76 differ
diff --git a/lightning_logs/version_76/hparams.yaml b/lightning_logs/version_76/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_76/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_77/events.out.tfevents.1697382666.Kapoorlabs.20628.77 b/lightning_logs/version_77/events.out.tfevents.1697382666.Kapoorlabs.20628.77
new file mode 100644
index 00000000..9402ac21
Binary files /dev/null and b/lightning_logs/version_77/events.out.tfevents.1697382666.Kapoorlabs.20628.77 differ
diff --git a/lightning_logs/version_77/hparams.yaml b/lightning_logs/version_77/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_77/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_78/events.out.tfevents.1697382717.Kapoorlabs.20628.78 b/lightning_logs/version_78/events.out.tfevents.1697382717.Kapoorlabs.20628.78
new file mode 100644
index 00000000..adf51b9a
Binary files /dev/null and b/lightning_logs/version_78/events.out.tfevents.1697382717.Kapoorlabs.20628.78 differ
diff --git a/lightning_logs/version_78/hparams.yaml b/lightning_logs/version_78/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_78/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_79/events.out.tfevents.1697382769.Kapoorlabs.20628.79 b/lightning_logs/version_79/events.out.tfevents.1697382769.Kapoorlabs.20628.79
new file mode 100644
index 00000000..1f9f5784
Binary files /dev/null and b/lightning_logs/version_79/events.out.tfevents.1697382769.Kapoorlabs.20628.79 differ
diff --git a/lightning_logs/version_79/hparams.yaml b/lightning_logs/version_79/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_79/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_8/events.out.tfevents.1697379392.Kapoorlabs.20628.8 b/lightning_logs/version_8/events.out.tfevents.1697379392.Kapoorlabs.20628.8
new file mode 100644
index 00000000..21f037d7
Binary files /dev/null and b/lightning_logs/version_8/events.out.tfevents.1697379392.Kapoorlabs.20628.8 differ
diff --git a/lightning_logs/version_8/hparams.yaml b/lightning_logs/version_8/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_8/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_80/events.out.tfevents.1697382836.Kapoorlabs.20628.80 b/lightning_logs/version_80/events.out.tfevents.1697382836.Kapoorlabs.20628.80
new file mode 100644
index 00000000..5681958b
Binary files /dev/null and b/lightning_logs/version_80/events.out.tfevents.1697382836.Kapoorlabs.20628.80 differ
diff --git a/lightning_logs/version_80/hparams.yaml b/lightning_logs/version_80/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_80/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_81/events.out.tfevents.1697382895.Kapoorlabs.20628.81 b/lightning_logs/version_81/events.out.tfevents.1697382895.Kapoorlabs.20628.81
new file mode 100644
index 00000000..3e69c658
Binary files /dev/null and b/lightning_logs/version_81/events.out.tfevents.1697382895.Kapoorlabs.20628.81 differ
diff --git a/lightning_logs/version_81/hparams.yaml b/lightning_logs/version_81/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_81/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_82/events.out.tfevents.1697382961.Kapoorlabs.20628.82 b/lightning_logs/version_82/events.out.tfevents.1697382961.Kapoorlabs.20628.82
new file mode 100644
index 00000000..ecef04c1
Binary files /dev/null and b/lightning_logs/version_82/events.out.tfevents.1697382961.Kapoorlabs.20628.82 differ
diff --git a/lightning_logs/version_82/hparams.yaml b/lightning_logs/version_82/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_82/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_83/events.out.tfevents.1697383018.Kapoorlabs.20628.83 b/lightning_logs/version_83/events.out.tfevents.1697383018.Kapoorlabs.20628.83
new file mode 100644
index 00000000..750cf090
Binary files /dev/null and b/lightning_logs/version_83/events.out.tfevents.1697383018.Kapoorlabs.20628.83 differ
diff --git a/lightning_logs/version_83/hparams.yaml b/lightning_logs/version_83/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_83/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_84/events.out.tfevents.1697383072.Kapoorlabs.20628.84 b/lightning_logs/version_84/events.out.tfevents.1697383072.Kapoorlabs.20628.84
new file mode 100644
index 00000000..a4a086b4
Binary files /dev/null and b/lightning_logs/version_84/events.out.tfevents.1697383072.Kapoorlabs.20628.84 differ
diff --git a/lightning_logs/version_84/hparams.yaml b/lightning_logs/version_84/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_84/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_85/events.out.tfevents.1697383124.Kapoorlabs.20628.85 b/lightning_logs/version_85/events.out.tfevents.1697383124.Kapoorlabs.20628.85
new file mode 100644
index 00000000..d5abc765
Binary files /dev/null and b/lightning_logs/version_85/events.out.tfevents.1697383124.Kapoorlabs.20628.85 differ
diff --git a/lightning_logs/version_85/hparams.yaml b/lightning_logs/version_85/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_85/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_86/events.out.tfevents.1697383151.Kapoorlabs.20628.86 b/lightning_logs/version_86/events.out.tfevents.1697383151.Kapoorlabs.20628.86
new file mode 100644
index 00000000..507484ce
Binary files /dev/null and b/lightning_logs/version_86/events.out.tfevents.1697383151.Kapoorlabs.20628.86 differ
diff --git a/lightning_logs/version_86/hparams.yaml b/lightning_logs/version_86/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_86/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_87/events.out.tfevents.1697383211.Kapoorlabs.20628.87 b/lightning_logs/version_87/events.out.tfevents.1697383211.Kapoorlabs.20628.87
new file mode 100644
index 00000000..a8666a1d
Binary files /dev/null and b/lightning_logs/version_87/events.out.tfevents.1697383211.Kapoorlabs.20628.87 differ
diff --git a/lightning_logs/version_87/hparams.yaml b/lightning_logs/version_87/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_87/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_88/events.out.tfevents.1697383277.Kapoorlabs.20628.88 b/lightning_logs/version_88/events.out.tfevents.1697383277.Kapoorlabs.20628.88
new file mode 100644
index 00000000..af076c01
Binary files /dev/null and b/lightning_logs/version_88/events.out.tfevents.1697383277.Kapoorlabs.20628.88 differ
diff --git a/lightning_logs/version_88/hparams.yaml b/lightning_logs/version_88/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_88/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_89/events.out.tfevents.1697383337.Kapoorlabs.20628.89 b/lightning_logs/version_89/events.out.tfevents.1697383337.Kapoorlabs.20628.89
new file mode 100644
index 00000000..bbe9767b
Binary files /dev/null and b/lightning_logs/version_89/events.out.tfevents.1697383337.Kapoorlabs.20628.89 differ
diff --git a/lightning_logs/version_89/hparams.yaml b/lightning_logs/version_89/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_89/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_9/events.out.tfevents.1697379421.Kapoorlabs.20628.9 b/lightning_logs/version_9/events.out.tfevents.1697379421.Kapoorlabs.20628.9
new file mode 100644
index 00000000..199bf11b
Binary files /dev/null and b/lightning_logs/version_9/events.out.tfevents.1697379421.Kapoorlabs.20628.9 differ
diff --git a/lightning_logs/version_9/hparams.yaml b/lightning_logs/version_9/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_9/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_90/events.out.tfevents.1697383411.Kapoorlabs.20628.90 b/lightning_logs/version_90/events.out.tfevents.1697383411.Kapoorlabs.20628.90
new file mode 100644
index 00000000..c404c327
Binary files /dev/null and b/lightning_logs/version_90/events.out.tfevents.1697383411.Kapoorlabs.20628.90 differ
diff --git a/lightning_logs/version_90/hparams.yaml b/lightning_logs/version_90/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_90/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_91/events.out.tfevents.1697383476.Kapoorlabs.20628.91 b/lightning_logs/version_91/events.out.tfevents.1697383476.Kapoorlabs.20628.91
new file mode 100644
index 00000000..8bfd8b5f
Binary files /dev/null and b/lightning_logs/version_91/events.out.tfevents.1697383476.Kapoorlabs.20628.91 differ
diff --git a/lightning_logs/version_91/hparams.yaml b/lightning_logs/version_91/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_91/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_92/events.out.tfevents.1697383540.Kapoorlabs.20628.92 b/lightning_logs/version_92/events.out.tfevents.1697383540.Kapoorlabs.20628.92
new file mode 100644
index 00000000..2faa4ebe
Binary files /dev/null and b/lightning_logs/version_92/events.out.tfevents.1697383540.Kapoorlabs.20628.92 differ
diff --git a/lightning_logs/version_92/hparams.yaml b/lightning_logs/version_92/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_92/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_93/events.out.tfevents.1697383565.Kapoorlabs.20628.93 b/lightning_logs/version_93/events.out.tfevents.1697383565.Kapoorlabs.20628.93
new file mode 100644
index 00000000..4ad193a0
Binary files /dev/null and b/lightning_logs/version_93/events.out.tfevents.1697383565.Kapoorlabs.20628.93 differ
diff --git a/lightning_logs/version_93/hparams.yaml b/lightning_logs/version_93/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_93/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_94/events.out.tfevents.1697383624.Kapoorlabs.20628.94 b/lightning_logs/version_94/events.out.tfevents.1697383624.Kapoorlabs.20628.94
new file mode 100644
index 00000000..6e645cce
Binary files /dev/null and b/lightning_logs/version_94/events.out.tfevents.1697383624.Kapoorlabs.20628.94 differ
diff --git a/lightning_logs/version_94/hparams.yaml b/lightning_logs/version_94/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_94/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_95/events.out.tfevents.1697383680.Kapoorlabs.20628.95 b/lightning_logs/version_95/events.out.tfevents.1697383680.Kapoorlabs.20628.95
new file mode 100644
index 00000000..2a638b26
Binary files /dev/null and b/lightning_logs/version_95/events.out.tfevents.1697383680.Kapoorlabs.20628.95 differ
diff --git a/lightning_logs/version_95/hparams.yaml b/lightning_logs/version_95/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_95/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_96/events.out.tfevents.1697383741.Kapoorlabs.20628.96 b/lightning_logs/version_96/events.out.tfevents.1697383741.Kapoorlabs.20628.96
new file mode 100644
index 00000000..babc1fc4
Binary files /dev/null and b/lightning_logs/version_96/events.out.tfevents.1697383741.Kapoorlabs.20628.96 differ
diff --git a/lightning_logs/version_96/hparams.yaml b/lightning_logs/version_96/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_96/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_97/events.out.tfevents.1697383812.Kapoorlabs.20628.97 b/lightning_logs/version_97/events.out.tfevents.1697383812.Kapoorlabs.20628.97
new file mode 100644
index 00000000..1947c30c
Binary files /dev/null and b/lightning_logs/version_97/events.out.tfevents.1697383812.Kapoorlabs.20628.97 differ
diff --git a/lightning_logs/version_97/hparams.yaml b/lightning_logs/version_97/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_97/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_98/events.out.tfevents.1697383889.Kapoorlabs.20628.98 b/lightning_logs/version_98/events.out.tfevents.1697383889.Kapoorlabs.20628.98
new file mode 100644
index 00000000..c2745b20
Binary files /dev/null and b/lightning_logs/version_98/events.out.tfevents.1697383889.Kapoorlabs.20628.98 differ
diff --git a/lightning_logs/version_98/hparams.yaml b/lightning_logs/version_98/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_98/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/lightning_logs/version_99/events.out.tfevents.1697383954.Kapoorlabs.20628.99 b/lightning_logs/version_99/events.out.tfevents.1697383954.Kapoorlabs.20628.99
new file mode 100644
index 00000000..e1186676
Binary files /dev/null and b/lightning_logs/version_99/events.out.tfevents.1697383954.Kapoorlabs.20628.99 differ
diff --git a/lightning_logs/version_99/hparams.yaml b/lightning_logs/version_99/hparams.yaml
new file mode 100644
index 00000000..0f6bf15c
--- /dev/null
+++ b/lightning_logs/version_99/hparams.yaml
@@ -0,0 +1,2 @@
+scale_z: 8
+scale_xy: 16
diff --git a/src/napatrackmater/Trackmate.py b/src/napatrackmater/Trackmate.py
index 797ebc57..06736f53 100644
--- a/src/napatrackmater/Trackmate.py
+++ b/src/napatrackmater/Trackmate.py
@@ -43,6 +43,7 @@ def __init__(
         autoencoder_model=None,
         num_points=2048,
         batch_size=1,
+        compute_with_autoencoder=True,
     ):
 
         self.xml_path = xml_path
@@ -55,6 +56,7 @@ def __init__(
         self.scale_z = scale_z
         self.scale_xy = scale_xy
         self.center = center
+        self.compute_with_autoencoder = compute_with_autoencoder
         if image is not None:
             self.image = image.astype(np.uint8)
         else:
@@ -1668,6 +1670,7 @@ def _assign_cluster_class(self):
                 scale_z=self.scale_z,
                 scale_xy=self.scale_xy,
                 center=self.center,
+                compute_with_autoencoder=self.compute_with_autoencoder,
             )
             cluster_eval._create_cluster_labels()
 
diff --git a/src/napatrackmater/_version.py b/src/napatrackmater/_version.py
index bbc9e04a..4330d66e 100644
--- a/src/napatrackmater/_version.py
+++ b/src/napatrackmater/_version.py
@@ -1,2 +1,2 @@
-__version__ = version = "4.2.8"
-__version_tuple__ = version_tuple = (4, 2, 8)
+__version__ = version = "4.2.9"
+__version_tuple__ = version_tuple = (4, 2, 9)
diff --git a/src/napatrackmater/clustering.py b/src/napatrackmater/clustering.py
index 22b29163..3863e175 100644
--- a/src/napatrackmater/clustering.py
+++ b/src/napatrackmater/clustering.py
@@ -13,6 +13,7 @@
 from scipy.spatial import ConvexHull
 from lightning import Trainer
 from typing import List
+from tqdm import tqdm
 
 
 class PointCloudDataset(Dataset):
@@ -56,6 +57,7 @@ def __init__(
         scale_z=1.0,
         scale_xy=1.0,
         center=True,
+        compute_with_autoencoder=True,
     ):
 
         self.accelerator = accelerator
@@ -71,6 +73,7 @@ def __init__(
         self.progress_bar = progress_bar
         self.key = key
         self.batch_size = batch_size
+        self.compute_with_autoencoder = compute_with_autoencoder
         self.timed_cluster_label = {}
         self.count = 0
 
@@ -100,6 +103,7 @@ def _create_cluster_labels(self):
                 clouds,
                 labels,
                 centroids,
+                self.compute_with_autoencoder,
                 self.batch_size,
                 self.scale_z,
                 self.scale_xy,
@@ -137,6 +141,7 @@ def _create_cluster_labels(self):
                     clouds,
                     labels,
                     centroids,
+                    self.compute_with_autoencoder,
                     self.batch_size,
                     self.scale_z,
                     self.scale_xy,
@@ -222,6 +227,7 @@ def _label_computer(self, i, dim):
                 clouds,
                 labels,
                 centroids,
+                self.compute_with_autoencoder,
                 self.batch_size,
                 self.scale_z,
                 self.scale_xy,
@@ -245,6 +251,7 @@ def _model_output(
     clouds,
     labels,
     centroids,
+    compute_with_autoencoder,
     batch_size: int,
     scale_z: float = 1.0,
     scale_xy: float = 1.0,
@@ -259,35 +266,66 @@ def _model_output(
     output_dimensions = []
     dataset = PointCloudDataset(clouds, scale_z=scale_z, scale_xy=scale_xy)
     dataloader = DataLoader(dataset, batch_size=batch_size)
-    model.eval()
-    print(f"Predicting {len(dataset)} clouds..., {len(centroids)} centroids...")
-    pretrainer = Trainer(accelerator=accelerator, devices=devices)
-    outputs_list = pretrainer.predict(model=model, dataloaders=dataloader)
-    output_cluster_centroid = output_cluster_centroid + [
-        tuple(centroid_input) for centroid_input in centroids
-    ]
-    output_labels = output_labels + [int(float(label_input)) for label_input in labels]
-    for outputs in outputs_list:
-        output_cloud_eccentricity = output_cloud_eccentricity + [
-            tuple(get_eccentricity(cloud_input.detach().cpu().numpy()))[0]
-            for cloud_input in outputs
+    if compute_with_autoencoder:
+
+        model.eval()
+        print(f"Predicting {len(dataset)} clouds..., {len(centroids)} centroids...")
+        pretrainer = Trainer(accelerator=accelerator, devices=devices)
+        outputs_list = pretrainer.predict(model=model, dataloaders=dataloader)
+        output_cluster_centroid = output_cluster_centroid + [
+            tuple(centroid_input) for centroid_input in centroids
         ]
-        output_largest_eigenvector = output_largest_eigenvector + [
-            get_eccentricity(cloud_input.detach().cpu().numpy())[1]
-            for cloud_input in outputs
-        ]
-        output_largest_eigenvalue = output_largest_eigenvalue + [
-            get_eccentricity(cloud_input.detach().cpu().numpy())[2]
-            for cloud_input in outputs
-        ]
-        output_dimensions = output_dimensions + [
-            get_eccentricity(cloud_input.detach().cpu().numpy())[3]
-            for cloud_input in outputs
-        ]
-        output_cloud_surface_area = output_cloud_surface_area + [
-            float(get_surface_area(cloud_input.detach().cpu().numpy()))
-            for cloud_input in outputs
+        output_labels = output_labels + [
+            int(float(label_input)) for label_input in labels
         ]
+        for outputs in outputs_list:
+            output_cloud_eccentricity = output_cloud_eccentricity + [
+                tuple(get_eccentricity(cloud_input.detach().cpu().numpy()))[0]
+                for cloud_input in outputs
+            ]
+            output_largest_eigenvector = output_largest_eigenvector + [
+                get_eccentricity(cloud_input.detach().cpu().numpy())[1]
+                for cloud_input in outputs
+            ]
+            output_largest_eigenvalue = output_largest_eigenvalue + [
+                get_eccentricity(cloud_input.detach().cpu().numpy())[2]
+                for cloud_input in outputs
+            ]
+            output_dimensions = output_dimensions + [
+                get_eccentricity(cloud_input.detach().cpu().numpy())[3]
+                for cloud_input in outputs
+            ]
+            output_cloud_surface_area = output_cloud_surface_area + [
+                float(get_surface_area(cloud_input.detach().cpu().numpy()))
+                for cloud_input in outputs
+            ]
+
+    else:
+
+        print("Computing shape features using classical marching cubes ")
+        for data in tqdm(dataloader):
+
+            cloud_inputs, label_inputs, centroid_inputs = data
+            output_cloud_eccentricity = output_cloud_eccentricity + [
+                tuple(get_eccentricity(cloud_input.detach().cpu().numpy()))[0]
+                for cloud_input in cloud_inputs
+            ]
+            output_largest_eigenvector = output_largest_eigenvector + [
+                get_eccentricity(cloud_input.detach().cpu().numpy())[1]
+                for cloud_input in cloud_inputs
+            ]
+            output_largest_eigenvalue = output_largest_eigenvalue + [
+                get_eccentricity(cloud_input.detach().cpu().numpy())[2]
+                for cloud_input in cloud_inputs
+            ]
+            output_dimensions = output_dimensions + [
+                get_eccentricity(cloud_input.detach().cpu().numpy())[3]
+                for cloud_input in cloud_inputs
+            ]
+            output_cloud_surface_area = output_cloud_surface_area + [
+                float(get_surface_area(cloud_input.detach().cpu().numpy()))
+                for cloud_input in cloud_inputs
+            ]
 
     return (
         output_labels,