From 4ebfa1f1bf25921d7ee432159358d2d0e994ea29 Mon Sep 17 00:00:00 2001 From: tibuch Date: Wed, 24 Jun 2020 09:50:33 +0200 Subject: [PATCH] Add more documentation explaining the dimensions of the dataloading, see Issue #49. --- examples/2D/denoising2D_RGB/01_training.ipynb | 133 ++++++++++++------ examples/2D/denoising2D_SEM/01_training.ipynb | 123 +++++++++++----- examples/3D/01_training.ipynb | 76 ++++++---- 3 files changed, 221 insertions(+), 111 deletions(-) diff --git a/examples/2D/denoising2D_RGB/01_training.ipynb b/examples/2D/denoising2D_RGB/01_training.ipynb index bee9c95..acf55ca 100644 --- a/examples/2D/denoising2D_RGB/01_training.ipynb +++ b/examples/2D/denoising2D_RGB/01_training.ipynb @@ -30,7 +30,9 @@ "from matplotlib import pyplot as plt\n", "import urllib\n", "import os\n", - "import zipfile" + "import zipfile\n", + "\n", + "from PIL import Image" ] }, { @@ -84,6 +86,47 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1100, 2800, 4)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Here we just load a single image and inspect the dimensions.\n", + "train_img = np.array(Image.open('data/longBeach.png'))\n", + "plt.imshow(train_img)\n", + "print(train_img.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that out training image has three dimensions of size 1100, 2800 and 4 respectively. Looking at the displayed image we can see that the shorter dimension (1100) corresponds to the `Y` dimension and the longer dimension (2800) corresponds to the `X` dimension. This leaves the third dimension to be the channel dimensions (RGBA). From that we can infere the order of dimensions to be `(YXC) = (1100, 2800, 4)`.\n", + "\n", + "__Note:__ One can also open one of the images in Fiji and check the order of the dimensions. But in the Python-World we load the images in reverse order compared to Fiji. So dimensions `XY` become `YX`. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -113,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -139,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -159,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -172,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -182,12 +225,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -253,14 +296,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'means': ['0.5508848', '0.59223884', '0.57046723'],\n", - " 'stds': ['0.29432544', '0.30166605', '0.3155606'],\n", + "{'means': ['0.5503975', '0.5918097', '0.5704031'],\n", + " 'stds': ['0.2943006', '0.30199194', '0.31627098'],\n", " 'n_dim': 2,\n", " 'axes': 'YXC',\n", " 'n_channel_in': 3,\n", @@ -289,7 +332,7 @@ " 'probabilistic': False}" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -308,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -342,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -351,7 +394,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Preparing validation data: 39%|███▉ | 333/848 [00:00<00:00, 1656.08it/s]" + "Preparing validation data: 21%|██ | 177/848 [00:00<00:00, 1767.54it/s]" ] }, { @@ -365,7 +408,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Preparing validation data: 100%|██████████| 848/848 [00:00<00:00, 1661.49it/s]\n" + "Preparing validation data: 100%|██████████| 848/848 [00:00<00:00, 1707.44it/s]\n" ] }, { @@ -373,57 +416,55 @@ "output_type": "stream", "text": [ "Epoch 1/25\n", - "39/39 [==============================] - 16s 402ms/step - loss: 0.8788 - n2v_mse: 0.8788 - n2v_abs: 0.7505 - val_loss: 3.0876 - val_n2v_mse: 3.0876 - val_n2v_abs: 1.2472\n", + "39/39 [==============================] - 16s 404ms/step - loss: 0.8586 - n2v_mse: 0.8586 - n2v_abs: 0.7459 - val_loss: 1.6738 - val_n2v_mse: 1.6738 - val_n2v_abs: 0.9274\n", "Epoch 2/25\n", - "39/39 [==============================] - 11s 276ms/step - loss: 0.6436 - n2v_mse: 0.6436 - n2v_abs: 0.6606 - val_loss: 0.7018 - val_n2v_mse: 0.7018 - val_n2v_abs: 0.6767\n", + "39/39 [==============================] - 11s 274ms/step - loss: 0.6496 - n2v_mse: 0.6496 - n2v_abs: 0.6633 - val_loss: 0.6828 - val_n2v_mse: 0.6828 - val_n2v_abs: 0.6744\n", "Epoch 3/25\n", - "39/39 [==============================] - 10s 263ms/step - loss: 0.6352 - n2v_mse: 0.6352 - n2v_abs: 0.6575 - val_loss: 0.6675 - val_n2v_mse: 0.6675 - val_n2v_abs: 0.6632\n", + "39/39 [==============================] - 11s 273ms/step - loss: 0.6327 - n2v_mse: 0.6327 - n2v_abs: 0.6552 - val_loss: 0.6800 - val_n2v_mse: 0.6800 - val_n2v_abs: 0.6727\n", "Epoch 4/25\n", - "39/39 [==============================] - 10s 267ms/step - loss: 0.6348 - n2v_mse: 0.6348 - n2v_abs: 0.6561 - val_loss: 0.6519 - val_n2v_mse: 0.6519 - val_n2v_abs: 0.6596\n", + "39/39 [==============================] - 10s 263ms/step - loss: 0.6343 - n2v_mse: 0.6343 - n2v_abs: 0.6548 - val_loss: 0.6522 - val_n2v_mse: 0.6522 - val_n2v_abs: 0.6649\n", "Epoch 5/25\n", - "39/39 [==============================] - 10s 264ms/step - loss: 0.6294 - n2v_mse: 0.6294 - n2v_abs: 0.6544 - val_loss: 0.6559 - val_n2v_mse: 0.6559 - val_n2v_abs: 0.6591\n", + "39/39 [==============================] - 10s 267ms/step - loss: 0.6307 - n2v_mse: 0.6307 - n2v_abs: 0.6546 - val_loss: 0.6405 - val_n2v_mse: 0.6405 - val_n2v_abs: 0.6565\n", "Epoch 6/25\n", - "39/39 [==============================] - 10s 266ms/step - loss: 0.6293 - n2v_mse: 0.6293 - n2v_abs: 0.6531 - val_loss: 0.6397 - val_n2v_mse: 0.6397 - val_n2v_abs: 0.6548\n", + "39/39 [==============================] - 10s 254ms/step - loss: 0.6302 - n2v_mse: 0.6302 - n2v_abs: 0.6534 - val_loss: 0.6354 - val_n2v_mse: 0.6354 - val_n2v_abs: 0.6564\n", "Epoch 7/25\n", - "39/39 [==============================] - 11s 272ms/step - loss: 0.6270 - n2v_mse: 0.6270 - n2v_abs: 0.6515 - val_loss: 0.6393 - val_n2v_mse: 0.6393 - val_n2v_abs: 0.6521\n", + "39/39 [==============================] - 10s 257ms/step - loss: 0.6289 - n2v_mse: 0.6289 - n2v_abs: 0.6543 - val_loss: 0.6360 - val_n2v_mse: 0.6360 - val_n2v_abs: 0.6593\n", "Epoch 8/25\n", - "39/39 [==============================] - 10s 260ms/step - loss: 0.6370 - n2v_mse: 0.6370 - n2v_abs: 0.6565 - val_loss: 0.6390 - val_n2v_mse: 0.6390 - val_n2v_abs: 0.6549\n", + "39/39 [==============================] - 10s 259ms/step - loss: 0.6272 - n2v_mse: 0.6272 - n2v_abs: 0.6518 - val_loss: 0.6329 - val_n2v_mse: 0.6329 - val_n2v_abs: 0.6589\n", "Epoch 9/25\n", - "39/39 [==============================] - 10s 261ms/step - loss: 0.6250 - n2v_mse: 0.6250 - n2v_abs: 0.6512 - val_loss: 0.6349 - val_n2v_mse: 0.6349 - val_n2v_abs: 0.6518\n", + "39/39 [==============================] - 10s 261ms/step - loss: 0.6259 - n2v_mse: 0.6259 - n2v_abs: 0.6516 - val_loss: 0.6355 - val_n2v_mse: 0.6355 - val_n2v_abs: 0.6567\n", "Epoch 10/25\n", - "39/39 [==============================] - 10s 265ms/step - loss: 0.6231 - n2v_mse: 0.6231 - n2v_abs: 0.6506 - val_loss: 0.6387 - val_n2v_mse: 0.6387 - val_n2v_abs: 0.6526\n", + "39/39 [==============================] - 10s 256ms/step - loss: 0.6253 - n2v_mse: 0.6253 - n2v_abs: 0.6511 - val_loss: 0.6370 - val_n2v_mse: 0.6370 - val_n2v_abs: 0.6574\n", "Epoch 11/25\n", - "39/39 [==============================] - 10s 263ms/step - loss: 0.6267 - n2v_mse: 0.6267 - n2v_abs: 0.6518 - val_loss: 0.6418 - val_n2v_mse: 0.6418 - val_n2v_abs: 0.6565\n", + "39/39 [==============================] - 10s 267ms/step - loss: 0.6212 - n2v_mse: 0.6212 - n2v_abs: 0.6481 - val_loss: 0.6282 - val_n2v_mse: 0.6282 - val_n2v_abs: 0.6554\n", "Epoch 12/25\n", - "39/39 [==============================] - 10s 260ms/step - loss: 0.6263 - n2v_mse: 0.6263 - n2v_abs: 0.6522 - val_loss: 0.6515 - val_n2v_mse: 0.6515 - val_n2v_abs: 0.6609\n", + "39/39 [==============================] - 10s 261ms/step - loss: 0.6270 - n2v_mse: 0.6270 - n2v_abs: 0.6523 - val_loss: 0.6319 - val_n2v_mse: 0.6319 - val_n2v_abs: 0.6570\n", "Epoch 13/25\n", - "39/39 [==============================] - 10s 267ms/step - loss: 0.6282 - n2v_mse: 0.6282 - n2v_abs: 0.6519 - val_loss: 0.6317 - val_n2v_mse: 0.6317 - val_n2v_abs: 0.6548\n", + "39/39 [==============================] - 10s 259ms/step - loss: 0.6196 - n2v_mse: 0.6196 - n2v_abs: 0.6473 - val_loss: 0.6323 - val_n2v_mse: 0.6323 - val_n2v_abs: 0.6544\n", "Epoch 14/25\n", - "39/39 [==============================] - 10s 266ms/step - loss: 0.6257 - n2v_mse: 0.6257 - n2v_abs: 0.6513 - val_loss: 0.6491 - val_n2v_mse: 0.6491 - val_n2v_abs: 0.6573\n", + "39/39 [==============================] - 10s 257ms/step - loss: 0.6213 - n2v_mse: 0.6213 - n2v_abs: 0.6483 - val_loss: 0.6298 - val_n2v_mse: 0.6298 - val_n2v_abs: 0.6531\n", "Epoch 15/25\n", - "39/39 [==============================] - 10s 257ms/step - loss: 0.6315 - n2v_mse: 0.6315 - n2v_abs: 0.6539 - val_loss: 0.6429 - val_n2v_mse: 0.6429 - val_n2v_abs: 0.6562\n", + "39/39 [==============================] - 10s 261ms/step - loss: 0.6222 - n2v_mse: 0.6222 - n2v_abs: 0.6485 - val_loss: 0.6328 - val_n2v_mse: 0.6328 - val_n2v_abs: 0.6559\n", "Epoch 16/25\n", - "39/39 [==============================] - 10s 262ms/step - loss: 0.6224 - n2v_mse: 0.6224 - n2v_abs: 0.6498 - val_loss: 0.6326 - val_n2v_mse: 0.6326 - val_n2v_abs: 0.6520\n", + "39/39 [==============================] - 11s 273ms/step - loss: 0.6237 - n2v_mse: 0.6237 - n2v_abs: 0.6494 - val_loss: 0.6272 - val_n2v_mse: 0.6272 - val_n2v_abs: 0.6525\n", "Epoch 17/25\n", - "39/39 [==============================] - 10s 261ms/step - loss: 0.6283 - n2v_mse: 0.6283 - n2v_abs: 0.6510 - val_loss: 0.6827 - val_n2v_mse: 0.6827 - val_n2v_abs: 0.6744\n", + "39/39 [==============================] - 10s 259ms/step - loss: 0.6166 - n2v_mse: 0.6166 - n2v_abs: 0.6465 - val_loss: 0.6317 - val_n2v_mse: 0.6317 - val_n2v_abs: 0.6524\n", "Epoch 18/25\n", - "39/39 [==============================] - 10s 262ms/step - loss: 0.6214 - n2v_mse: 0.6214 - n2v_abs: 0.6491 - val_loss: 0.6392 - val_n2v_mse: 0.6392 - val_n2v_abs: 0.6533\n", + "39/39 [==============================] - 11s 270ms/step - loss: 0.6238 - n2v_mse: 0.6238 - n2v_abs: 0.6501 - val_loss: 0.6311 - val_n2v_mse: 0.6311 - val_n2v_abs: 0.6553\n", "Epoch 19/25\n", - "39/39 [==============================] - 10s 267ms/step - loss: 0.6254 - n2v_mse: 0.6254 - n2v_abs: 0.6506 - val_loss: 0.6317 - val_n2v_mse: 0.6317 - val_n2v_abs: 0.6530\n", + "39/39 [==============================] - 10s 258ms/step - loss: 0.6230 - n2v_mse: 0.6230 - n2v_abs: 0.6496 - val_loss: 0.6297 - val_n2v_mse: 0.6297 - val_n2v_abs: 0.6539\n", "Epoch 20/25\n", - "39/39 [==============================] - 10s 269ms/step - loss: 0.6224 - n2v_mse: 0.6224 - n2v_abs: 0.6482 - val_loss: 0.6381 - val_n2v_mse: 0.6381 - val_n2v_abs: 0.6557\n", + "39/39 [==============================] - 10s 268ms/step - loss: 0.6132 - n2v_mse: 0.6132 - n2v_abs: 0.6440 - val_loss: 0.6261 - val_n2v_mse: 0.6261 - val_n2v_abs: 0.6531\n", "Epoch 21/25\n", - "39/39 [==============================] - 10s 264ms/step - loss: 0.6309 - n2v_mse: 0.6309 - n2v_abs: 0.6542 - val_loss: 0.6659 - val_n2v_mse: 0.6659 - val_n2v_abs: 0.6704\n", + "39/39 [==============================] - 10s 264ms/step - loss: 0.6245 - n2v_mse: 0.6245 - n2v_abs: 0.6506 - val_loss: 0.6273 - val_n2v_mse: 0.6273 - val_n2v_abs: 0.6511\n", "Epoch 22/25\n", - "39/39 [==============================] - 11s 273ms/step - loss: 0.6223 - n2v_mse: 0.6223 - n2v_abs: 0.6495 - val_loss: 0.6431 - val_n2v_mse: 0.6431 - val_n2v_abs: 0.6574\n", + "39/39 [==============================] - 10s 255ms/step - loss: 0.6203 - n2v_mse: 0.6203 - n2v_abs: 0.6487 - val_loss: 0.6282 - val_n2v_mse: 0.6282 - val_n2v_abs: 0.6553\n", "Epoch 23/25\n", - "39/39 [==============================] - 10s 260ms/step - loss: 0.6261 - n2v_mse: 0.6261 - n2v_abs: 0.6513 - val_loss: 0.6323 - val_n2v_mse: 0.6323 - val_n2v_abs: 0.6519\n", - "\n", - "Epoch 00023: ReduceLROnPlateau reducing learning rate to 0.00019999999494757503.\n", + "39/39 [==============================] - 10s 266ms/step - loss: 0.6219 - n2v_mse: 0.6219 - n2v_abs: 0.6498 - val_loss: 0.6252 - val_n2v_mse: 0.6252 - val_n2v_abs: 0.6544\n", "Epoch 24/25\n", - "39/39 [==============================] - 10s 267ms/step - loss: 0.6232 - n2v_mse: 0.6232 - n2v_abs: 0.6500 - val_loss: 0.6290 - val_n2v_mse: 0.6290 - val_n2v_abs: 0.6513\n", + "39/39 [==============================] - 10s 265ms/step - loss: 0.6187 - n2v_mse: 0.6187 - n2v_abs: 0.6471 - val_loss: 0.6248 - val_n2v_mse: 0.6248 - val_n2v_abs: 0.6512\n", "Epoch 25/25\n", - "39/39 [==============================] - 10s 263ms/step - loss: 0.6218 - n2v_mse: 0.6218 - n2v_abs: 0.6499 - val_loss: 0.6291 - val_n2v_mse: 0.6291 - val_n2v_abs: 0.6506\n", + "39/39 [==============================] - 10s 261ms/step - loss: 0.6253 - n2v_mse: 0.6253 - n2v_abs: 0.6514 - val_loss: 1.0692 - val_n2v_mse: 1.0692 - val_n2v_abs: 0.8185\n", "\n", "Loading network weights from 'weights_best.h5'.\n" ] @@ -442,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -454,7 +495,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -481,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -490,7 +531,7 @@ "text": [ "INFO:tensorflow:No assets to save.\n", "INFO:tensorflow:No assets to write.\n", - "INFO:tensorflow:SavedModel written to: /tmp/tmpzmds42wv/model/saved_model.pb\n", + "INFO:tensorflow:SavedModel written to: /tmp/tmpsgu_ov3b/model/saved_model.pb\n", "\n", "Model exported in BioImage ModelZoo format:\n", "/home/tbuchhol/Gitrepos/n2v/examples/2D/denoising2D_RGB/models/n2v_2D/export.bioimage.io.zip\n" diff --git a/examples/2D/denoising2D_SEM/01_training.ipynb b/examples/2D/denoising2D_SEM/01_training.ipynb index 06f0367..7143ed3 100644 --- a/examples/2D/denoising2D_SEM/01_training.ipynb +++ b/examples/2D/denoising2D_SEM/01_training.ipynb @@ -30,7 +30,9 @@ "from matplotlib import pyplot as plt\n", "import urllib\n", "import os\n", - "import zipfile" + "import zipfile\n", + "\n", + "from tifffile import imread" ] }, { @@ -95,7 +97,49 @@ "name": "stdout", "output_type": "stream", "text": [ - "(1, 2500, 1690, 1) (1, 471, 1690, 1)\n" + "(2500, 1690)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Here we just load a single image and inspect the dimensions.\n", + "train_img = imread('data/train.tif')\n", + "plt.imshow(train_img, cmap='gray')\n", + "print(train_img.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that out training image has two dimensions of size 2500 and 1690 respectively. Looking at the displayed image we can see that the longer dimension (2500) corresponds to the `Y` dimension and the shorter dimension (1690) corresponds to the `X` dimension. From that we can infere the order of dimensions to be `(YX) = (2500, 1690)`.\n", + "\n", + "__Note:__ One can also open one of the images in Fiji and check the order of the dimensions. But in the Python-World we load the images in reverse order compared to Fiji. So dimensions `XY` become `YX`. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "First image shape (B, Y, X, C) = (1, 2500, 1690, 1).\n", + "Second image shape (B, Y, X, C) = (1, 471, 1690, 1).\n" ] } ], @@ -103,18 +147,25 @@ "# We load all the '.tif' files from the 'data' directory.\n", "# If you want to load other types of files see the RGB example.\n", "# The function will return a list of images (numpy arrays).\n", - "imgs = datagen.load_imgs_from_directory(directory = \"data/\")\n", + "imgs = datagen.load_imgs_from_directory(directory = \"data/\", dims=\"YX\")\n", "\n", "# Let's look at the shape of the images.\n", - "print(imgs[0].shape,imgs[1].shape)\n", - "# The function automatically added two extra dimensions to the images:\n", - "# One at the beginning, is used to hold a potential stack of images such as a movie.\n", - "# One at the end, represents channels." + "print(\"First image shape (B, Y, X, C) = {}.\".format(imgs[0].shape))\n", + "print(\"Second image shape (B, Y, X, C) = {}.\".format(imgs[1].shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The function automatically added two extra dimensions to the images:
\n", + "One at the beginning, is used to hold a potential stack of images such as a movie.
\n", + "One at the end, represents channels." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -154,8 +205,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 7, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -182,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -192,12 +245,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -261,14 +314,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'means': ['39137.785'],\n", - " 'stds': ['18713.76'],\n", + "{'means': ['39137.797'],\n", + " 'stds': ['18713.768'],\n", " 'n_dim': 2,\n", " 'axes': 'YXC',\n", " 'n_channel_in': 1,\n", @@ -297,7 +350,7 @@ " 'probabilistic': False}" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -316,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -350,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -359,7 +412,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Preparing validation data: 28%|██▊ | 153/544 [00:00<00:00, 1523.55it/s]" + "Preparing validation data: 30%|██▉ | 162/544 [00:00<00:00, 1617.70it/s]" ] }, { @@ -373,7 +426,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Preparing validation data: 100%|██████████| 544/544 [00:00<00:00, 1521.60it/s]\n" + "Preparing validation data: 100%|██████████| 544/544 [00:00<00:00, 1578.85it/s]\n" ] }, { @@ -381,25 +434,25 @@ "output_type": "stream", "text": [ "Epoch 1/10\n", - "27/27 [==============================] - 7s 247ms/step - loss: 1.0729 - n2v_mse: 1.0729 - n2v_abs: 0.8187 - val_loss: 1.6487 - val_n2v_mse: 1.6487 - val_n2v_abs: 1.0224\n", + "27/27 [==============================] - 7s 250ms/step - loss: 1.2304 - n2v_mse: 1.2304 - n2v_abs: 0.8792 - val_loss: 2.5827 - val_n2v_mse: 2.5827 - val_n2v_abs: 1.2200\n", "Epoch 2/10\n", - "27/27 [==============================] - 3s 116ms/step - loss: 0.6744 - n2v_mse: 0.6744 - n2v_abs: 0.6639 - val_loss: 0.7635 - val_n2v_mse: 0.7635 - val_n2v_abs: 0.6988\n", + "27/27 [==============================] - 3s 116ms/step - loss: 0.7717 - n2v_mse: 0.7717 - n2v_abs: 0.6988 - val_loss: 1.9746 - val_n2v_mse: 1.9746 - val_n2v_abs: 1.0852\n", "Epoch 3/10\n", - "27/27 [==============================] - 3s 119ms/step - loss: 0.6342 - n2v_mse: 0.6342 - n2v_abs: 0.6445 - val_loss: 0.6422 - val_n2v_mse: 0.6422 - val_n2v_abs: 0.6265\n", + "27/27 [==============================] - 3s 115ms/step - loss: 0.6679 - n2v_mse: 0.6679 - n2v_abs: 0.6569 - val_loss: 0.7312 - val_n2v_mse: 0.7312 - val_n2v_abs: 0.6985\n", "Epoch 4/10\n", - "27/27 [==============================] - 3s 114ms/step - loss: 0.6186 - n2v_mse: 0.6186 - n2v_abs: 0.6357 - val_loss: 0.5905 - val_n2v_mse: 0.5905 - val_n2v_abs: 0.5918\n", + "27/27 [==============================] - 3s 117ms/step - loss: 0.6364 - n2v_mse: 0.6364 - n2v_abs: 0.6444 - val_loss: 0.6287 - val_n2v_mse: 0.6287 - val_n2v_abs: 0.6391\n", "Epoch 5/10\n", - "27/27 [==============================] - 3s 116ms/step - loss: 0.6100 - n2v_mse: 0.6100 - n2v_abs: 0.6306 - val_loss: 0.5777 - val_n2v_mse: 0.5777 - val_n2v_abs: 0.5833\n", + "27/27 [==============================] - 3s 117ms/step - loss: 0.6233 - n2v_mse: 0.6233 - n2v_abs: 0.6364 - val_loss: 0.5550 - val_n2v_mse: 0.5550 - val_n2v_abs: 0.5836\n", "Epoch 6/10\n", - "27/27 [==============================] - 3s 115ms/step - loss: 0.6057 - n2v_mse: 0.6057 - n2v_abs: 0.6283 - val_loss: 0.5655 - val_n2v_mse: 0.5655 - val_n2v_abs: 0.5812\n", + "27/27 [==============================] - 3s 114ms/step - loss: 0.6250 - n2v_mse: 0.6250 - n2v_abs: 0.6403 - val_loss: 0.5681 - val_n2v_mse: 0.5681 - val_n2v_abs: 0.6067\n", "Epoch 7/10\n", - "27/27 [==============================] - 3s 113ms/step - loss: 0.6127 - n2v_mse: 0.6127 - n2v_abs: 0.6314 - val_loss: 0.5620 - val_n2v_mse: 0.5620 - val_n2v_abs: 0.5861\n", + "27/27 [==============================] - 3s 118ms/step - loss: 0.6140 - n2v_mse: 0.6140 - n2v_abs: 0.6343 - val_loss: 0.5388 - val_n2v_mse: 0.5388 - val_n2v_abs: 0.5813\n", "Epoch 8/10\n", - "27/27 [==============================] - 3s 114ms/step - loss: 0.6168 - n2v_mse: 0.6168 - n2v_abs: 0.6349 - val_loss: 0.5616 - val_n2v_mse: 0.5616 - val_n2v_abs: 0.5993\n", + "27/27 [==============================] - 3s 115ms/step - loss: 0.6080 - n2v_mse: 0.6080 - n2v_abs: 0.6292 - val_loss: 0.5334 - val_n2v_mse: 0.5334 - val_n2v_abs: 0.5772\n", "Epoch 9/10\n", - "27/27 [==============================] - 3s 116ms/step - loss: 0.6013 - n2v_mse: 0.6013 - n2v_abs: 0.6269 - val_loss: 0.5599 - val_n2v_mse: 0.5599 - val_n2v_abs: 0.5893\n", + "27/27 [==============================] - 3s 117ms/step - loss: 0.6152 - n2v_mse: 0.6152 - n2v_abs: 0.6330 - val_loss: 0.5410 - val_n2v_mse: 0.5410 - val_n2v_abs: 0.6002\n", "Epoch 10/10\n", - "27/27 [==============================] - 3s 113ms/step - loss: 0.6068 - n2v_mse: 0.6068 - n2v_abs: 0.6297 - val_loss: 0.5623 - val_n2v_mse: 0.5623 - val_n2v_abs: 0.6006\n", + "27/27 [==============================] - 3s 116ms/step - loss: 0.6057 - n2v_mse: 0.6057 - n2v_abs: 0.6288 - val_loss: 0.5455 - val_n2v_mse: 0.5455 - val_n2v_abs: 0.6080\n", "\n", "Loading network weights from 'weights_best.h5'.\n" ] @@ -419,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -431,7 +484,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -458,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -467,7 +520,7 @@ "text": [ "INFO:tensorflow:No assets to save.\n", "INFO:tensorflow:No assets to write.\n", - "INFO:tensorflow:SavedModel written to: /tmp/tmp2p3nbvb3/model/saved_model.pb\n", + "INFO:tensorflow:SavedModel written to: /tmp/tmpk3jevwyf/model/saved_model.pb\n", "\n", "Model exported in BioImage ModelZoo format:\n", "/home/tbuchhol/Gitrepos/n2v/examples/2D/denoising2D_SEM/models/n2v_2D/export.bioimage.io.zip\n" diff --git a/examples/3D/01_training.ipynb b/examples/3D/01_training.ipynb index 59c5ace..ddbca06 100644 --- a/examples/3D/01_training.ipynb +++ b/examples/3D/01_training.ipynb @@ -79,6 +79,13 @@ "datagen = N2V_DataGenerator()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have to figure out the order of the dimensions. We can open one of the images in Fiji and check the order of the dimensions. But in the Python-World we load the images in reverse order compared to Fiji. So dimensions `XYZ` become `ZYX`. " + ] + }, { "cell_type": "code", "execution_count": 4, @@ -88,7 +95,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(1, 35, 520, 692, 1)\n" + "First image shape (B, Z, Y, X, C) = (1, 35, 520, 692, 1).\n" ] } ], @@ -99,12 +106,21 @@ "imgs = datagen.load_imgs_from_directory(directory = \"data/\", dims='ZYX')\n", "\n", "# Let's look at the shape of the image\n", - "print(imgs[0].shape)\n", + "print(\"First image shape (B, Z, Y, X, C) = {}.\".format(imgs[0].shape))\n", "# The function automatically added two extra dimension to the images:\n", "# One at the front is used to hold a potential stack of images such as a movie.\n", "# One at the end could hold color channels such as RGB." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The function automatically added two extra dimensions to the images:
\n", + "One at the beginning, is used to hold a potential stack of images such as a movie.
\n", + "One at the end, represents channels." + ] + }, { "cell_type": "code", "execution_count": 5, @@ -184,7 +200,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -248,8 +264,8 @@ { "data": { "text/plain": [ - "{'means': ['37.058723'],\n", - " 'stds': ['5.36331'],\n", + "{'means': ['37.03432'],\n", + " 'stds': ['5.3650002'],\n", " 'n_dim': 3,\n", " 'axes': 'ZYXC',\n", " 'n_channel_in': 1,\n", @@ -335,7 +351,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Preparing validation data: 100%|██████████| 40/40 [00:00<00:00, 1782.08it/s]" + "Preparing validation data: 100%|██████████| 40/40 [00:00<00:00, 1310.36it/s]" ] }, { @@ -357,47 +373,47 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - "4/4 [==============================] - 5s 1s/step - loss: 2.9560 - n2v_mse: 2.9560 - n2v_abs: 1.1833 - val_loss: 1.7679 - val_n2v_mse: 1.7679 - val_n2v_abs: 1.0057\n", + "4/4 [==============================] - 5s 1s/step - loss: 3.1813 - n2v_mse: 3.1813 - n2v_abs: 1.4728 - val_loss: 3.2983 - val_n2v_mse: 3.2983 - val_n2v_abs: 1.3808\n", "Epoch 2/20\n", - "4/4 [==============================] - 1s 363ms/step - loss: 1.8319 - n2v_mse: 1.8319 - n2v_abs: 1.0995 - val_loss: 3.2964 - val_n2v_mse: 3.2964 - val_n2v_abs: 1.2493\n", + "4/4 [==============================] - 1s 363ms/step - loss: 3.3916 - n2v_mse: 3.3916 - n2v_abs: 1.3658 - val_loss: 2.0266 - val_n2v_mse: 2.0266 - val_n2v_abs: 1.1128\n", "Epoch 3/20\n", - "4/4 [==============================] - 1s 363ms/step - loss: 1.8078 - n2v_mse: 1.8078 - n2v_abs: 1.0886 - val_loss: 4.5378 - val_n2v_mse: 4.5378 - val_n2v_abs: 1.3870\n", + "4/4 [==============================] - 1s 363ms/step - loss: 2.1644 - n2v_mse: 2.1644 - n2v_abs: 1.2172 - val_loss: 2.5285 - val_n2v_mse: 2.5285 - val_n2v_abs: 1.2119\n", "Epoch 4/20\n", - "4/4 [==============================] - 1s 364ms/step - loss: 1.4096 - n2v_mse: 1.4096 - n2v_abs: 0.9956 - val_loss: 8.1071 - val_n2v_mse: 8.1071 - val_n2v_abs: 1.7828\n", + "4/4 [==============================] - 1s 362ms/step - loss: 1.9232 - n2v_mse: 1.9232 - n2v_abs: 1.1387 - val_loss: 30.7003 - val_n2v_mse: 30.7003 - val_n2v_abs: 4.1228\n", "Epoch 5/20\n", - "4/4 [==============================] - 1s 365ms/step - loss: 1.0752 - n2v_mse: 1.0752 - n2v_abs: 0.8238 - val_loss: 11.5974 - val_n2v_mse: 11.5974 - val_n2v_abs: 2.1289\n", + "4/4 [==============================] - 1s 362ms/step - loss: 1.9101 - n2v_mse: 1.9101 - n2v_abs: 1.1240 - val_loss: 121.1849 - val_n2v_mse: 121.1849 - val_n2v_abs: 7.9466\n", "Epoch 6/20\n", - "4/4 [==============================] - 1s 366ms/step - loss: 1.2582 - n2v_mse: 1.2582 - n2v_abs: 0.8767 - val_loss: 16.5821 - val_n2v_mse: 16.5821 - val_n2v_abs: 2.5003\n", + "4/4 [==============================] - 1s 363ms/step - loss: 1.3916 - n2v_mse: 1.3916 - n2v_abs: 0.9259 - val_loss: 88.9690 - val_n2v_mse: 88.9690 - val_n2v_abs: 6.5770\n", "Epoch 7/20\n", - "4/4 [==============================] - 1s 366ms/step - loss: 1.4021 - n2v_mse: 1.4021 - n2v_abs: 0.9589 - val_loss: 15.7699 - val_n2v_mse: 15.7699 - val_n2v_abs: 2.3812\n", + "4/4 [==============================] - 1s 367ms/step - loss: 1.3001 - n2v_mse: 1.3001 - n2v_abs: 0.8958 - val_loss: 39.5175 - val_n2v_mse: 39.5175 - val_n2v_abs: 4.3087\n", "Epoch 8/20\n", - "4/4 [==============================] - 1s 364ms/step - loss: 0.7064 - n2v_mse: 0.7064 - n2v_abs: 0.6461 - val_loss: 18.1014 - val_n2v_mse: 18.1014 - val_n2v_abs: 2.5599\n", + "4/4 [==============================] - 1s 367ms/step - loss: 1.3374 - n2v_mse: 1.3374 - n2v_abs: 0.8989 - val_loss: 16.9164 - val_n2v_mse: 16.9164 - val_n2v_abs: 2.7718\n", "Epoch 9/20\n", - "4/4 [==============================] - 1s 372ms/step - loss: 1.0709 - n2v_mse: 1.0709 - n2v_abs: 0.8060 - val_loss: 19.7469 - val_n2v_mse: 19.7469 - val_n2v_abs: 2.6268\n", + "4/4 [==============================] - 1s 364ms/step - loss: 1.4671 - n2v_mse: 1.4671 - n2v_abs: 1.0201 - val_loss: 11.6595 - val_n2v_mse: 11.6595 - val_n2v_abs: 2.2761\n", "Epoch 10/20\n", - "4/4 [==============================] - 2s 376ms/step - loss: 1.2927 - n2v_mse: 1.2927 - n2v_abs: 0.8691 - val_loss: 6.5131 - val_n2v_mse: 6.5131 - val_n2v_abs: 1.5600\n", + "4/4 [==============================] - 1s 363ms/step - loss: 1.4049 - n2v_mse: 1.4049 - n2v_abs: 0.8852 - val_loss: 6.2978 - val_n2v_mse: 6.2978 - val_n2v_abs: 1.6950\n", "Epoch 11/20\n", - "4/4 [==============================] - 2s 379ms/step - loss: 0.8397 - n2v_mse: 0.8397 - n2v_abs: 0.7165 - val_loss: 4.1074 - val_n2v_mse: 4.1074 - val_n2v_abs: 1.3367\n", - "\n", - "Epoch 00011: ReduceLROnPlateau reducing learning rate to 0.00019999999494757503.\n", + "4/4 [==============================] - 1s 363ms/step - loss: 0.8869 - n2v_mse: 0.8869 - n2v_abs: 0.7535 - val_loss: 4.1203 - val_n2v_mse: 4.1203 - val_n2v_abs: 1.4034\n", "Epoch 12/20\n", - "4/4 [==============================] - 2s 375ms/step - loss: 0.8079 - n2v_mse: 0.8079 - n2v_abs: 0.7207 - val_loss: 4.1597 - val_n2v_mse: 4.1597 - val_n2v_abs: 1.3153\n", + "4/4 [==============================] - 1s 363ms/step - loss: 1.3419 - n2v_mse: 1.3419 - n2v_abs: 0.9093 - val_loss: 2.8429 - val_n2v_mse: 2.8429 - val_n2v_abs: 1.1929\n", + "\n", + "Epoch 00012: ReduceLROnPlateau reducing learning rate to 0.00019999999494757503.\n", "Epoch 13/20\n", - "4/4 [==============================] - 1s 364ms/step - loss: 0.8945 - n2v_mse: 0.8945 - n2v_abs: 0.7278 - val_loss: 4.2996 - val_n2v_mse: 4.2996 - val_n2v_abs: 1.2898\n", + "4/4 [==============================] - 1s 364ms/step - loss: 0.8966 - n2v_mse: 0.8966 - n2v_abs: 0.7721 - val_loss: 1.7859 - val_n2v_mse: 1.7859 - val_n2v_abs: 0.9942\n", "Epoch 14/20\n", - "4/4 [==============================] - 1s 363ms/step - loss: 1.0848 - n2v_mse: 1.0848 - n2v_abs: 0.7885 - val_loss: 1.6054 - val_n2v_mse: 1.6054 - val_n2v_abs: 0.9107\n", + "4/4 [==============================] - 1s 362ms/step - loss: 0.8933 - n2v_mse: 0.8933 - n2v_abs: 0.7498 - val_loss: 1.3946 - val_n2v_mse: 1.3946 - val_n2v_abs: 0.8987\n", "Epoch 15/20\n", - "4/4 [==============================] - 1s 364ms/step - loss: 0.9498 - n2v_mse: 0.9498 - n2v_abs: 0.7847 - val_loss: 1.1983 - val_n2v_mse: 1.1983 - val_n2v_abs: 0.8130\n", + "4/4 [==============================] - 1s 362ms/step - loss: 1.1111 - n2v_mse: 1.1111 - n2v_abs: 0.8247 - val_loss: 1.2121 - val_n2v_mse: 1.2121 - val_n2v_abs: 0.8502\n", "Epoch 16/20\n", - "4/4 [==============================] - 1s 372ms/step - loss: 0.9078 - n2v_mse: 0.9078 - n2v_abs: 0.7477 - val_loss: 0.9508 - val_n2v_mse: 0.9508 - val_n2v_abs: 0.7506\n", + "4/4 [==============================] - 1s 362ms/step - loss: 1.2187 - n2v_mse: 1.2187 - n2v_abs: 0.8877 - val_loss: 1.0963 - val_n2v_mse: 1.0963 - val_n2v_abs: 0.8162\n", "Epoch 17/20\n", - "4/4 [==============================] - 1s 371ms/step - loss: 1.0878 - n2v_mse: 1.0878 - n2v_abs: 0.7927 - val_loss: 0.8455 - val_n2v_mse: 0.8455 - val_n2v_abs: 0.7256\n", + "4/4 [==============================] - 1s 362ms/step - loss: 0.9595 - n2v_mse: 0.9595 - n2v_abs: 0.8015 - val_loss: 1.0252 - val_n2v_mse: 1.0252 - val_n2v_abs: 0.7911\n", "Epoch 18/20\n", - "4/4 [==============================] - 2s 383ms/step - loss: 0.9355 - n2v_mse: 0.9355 - n2v_abs: 0.7581 - val_loss: 0.8102 - val_n2v_mse: 0.8102 - val_n2v_abs: 0.7151\n", + "4/4 [==============================] - 1s 365ms/step - loss: 0.9043 - n2v_mse: 0.9043 - n2v_abs: 0.7430 - val_loss: 1.0527 - val_n2v_mse: 1.0527 - val_n2v_abs: 0.7980\n", "Epoch 19/20\n", - "4/4 [==============================] - 1s 371ms/step - loss: 0.9784 - n2v_mse: 0.9784 - n2v_abs: 0.7699 - val_loss: 0.7748 - val_n2v_mse: 0.7748 - val_n2v_abs: 0.7042\n", + "4/4 [==============================] - 2s 375ms/step - loss: 0.8517 - n2v_mse: 0.8517 - n2v_abs: 0.7473 - val_loss: 1.1033 - val_n2v_mse: 1.1033 - val_n2v_abs: 0.8111\n", "Epoch 20/20\n", - "4/4 [==============================] - 2s 385ms/step - loss: 0.7656 - n2v_mse: 0.7656 - n2v_abs: 0.6960 - val_loss: 0.7677 - val_n2v_mse: 0.7677 - val_n2v_abs: 0.7019\n", + "4/4 [==============================] - 1s 368ms/step - loss: 0.9579 - n2v_mse: 0.9579 - n2v_abs: 0.7840 - val_loss: 1.1339 - val_n2v_mse: 1.1339 - val_n2v_abs: 0.8185\n", "\n", "Loading network weights from 'weights_best.h5'.\n" ] @@ -428,7 +444,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -464,7 +480,7 @@ "text": [ "INFO:tensorflow:No assets to save.\n", "INFO:tensorflow:No assets to write.\n", - "INFO:tensorflow:SavedModel written to: /tmp/tmpvu4yr6mg/model/saved_model.pb\n", + "INFO:tensorflow:SavedModel written to: /tmp/tmp_fiqbfv3/model/saved_model.pb\n", "\n", "Model exported in BioImage ModelZoo format:\n", "/home/tbuchhol/Gitrepos/n2v/examples/3D/models/n2v_3D/export.bioimage.io.zip\n"