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large_denoiser.pth

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:42c59441c2a83bf2705a60dec2ddc8147700f48d03279d78c11832b7731c2203
+oid sha256:458d0ad4e0246e57d8c583eac26bb15b390a64aeed0337a92a2f7e1902572fed
 size 70578012

large_reconstructor.pth

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:784ef2c358867da2595d5e83de339e2a56a9ccf74beb57e6e252c4cf0eeb9b76
+oid sha256:b007d884586906cebf3f074ce23b4204fdaafc5e23a173193c8ceb67b1f97ce5
 size 70578622

mri_autoencoder.ipynb

@@ -1308,31 +1308,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error processing 11011.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Error processing 14852.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Error processing 18693.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Error processing 22534.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Error processing 24263.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Error processing 3585.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Error processing 7170.dcm: The dataset has no 'Pixel Data', 'Float Pixel Data' or 'Double Float Pixel Data' element, no pixel data to decode\n",
-      "Directory: D:\\TCIA_Split\\train\n",
-      "Total images: 150003\n",
-      "Images deleted: 121811\n",
-      "\n",
-      "Directory: D:\\TCIA_Split\\val\n",
-      "Total images: 7896\n",
-      "Images deleted: 6415\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "import pydicom\n",
@@ -1380,19 +1358,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Epoch 1/50:   0%|          | 0/28192 [00:00<?, ?batch/s]c:\\Users\\alosh\\anaconda3\\envs\\tf\\lib\\site-packages\\torch\\utils\\checkpoint.py:460: UserWarning: torch.utils.checkpoint: please pass in use_reentrant=True or use_reentrant=False explicitly. The default value of use_reentrant will be updated to be False in the future. To maintain current behavior, pass use_reentrant=True. It is recommended that you use use_reentrant=False. Refer to docs for more details on the differences between the two variants.\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\alosh\\anaconda3\\envs\\tf\\lib\\site-packages\\torch\\utils\\checkpoint.py:90: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\n",
-      "  warnings.warn(\n",
-      "Epoch 1/50:   1%|          | 182/28192 [34:21<209:09:49, 26.88s/batch, denoiser_loss=0.209, reconstructor_loss=0.131]"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import torch\n",
     "import torch.nn as nn\n",