{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "from __future__ import print_function, unicode_literals, absolute_import, division\n", "import sys\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from glob import glob\n", "from tqdm import tqdm\n", "from tifffile import imread\n", "from csbdeep.utils import Path, normalize\n", "\n", "from stardist import fill_label_holes, random_label_cmap\n", "from stardist import Config, StarDist, StarDistData\n", "\n", "np.random.seed(42)\n", "lbl_cmap = random_label_cmap()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data\n", "\n", "We assume that data has already been downloaded in via notebook [1_data.ipynb](1_data.ipynb). \n", "In general, training data (for input `X` with associated labels `Y`) can be provided via lists of numpy arrays, where each image can have a different size. Alternatively, a single numpy array can also be used if all images have the same size. \n", "Input images can either be two-dimensional (single-channel) or three-dimensional (multi-channel) arrays, where the channel axis comes last. Label images need to be integer-valued." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "X = sorted(glob('data/dsb2018/train/images/*.tif'))\n", "Y = sorted(glob('data/dsb2018/train/masks/*.tif'))\n", "assert all(Path(x).name==Path(y).name for x,y in zip(X,Y))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "X = list(map(imread,X))\n", "Y = list(map(imread,Y))\n", "n_channel = 1 if X[0].ndim == 2 else X[0].shape[-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalize images and fill small label holes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 447/447 [00:01<00:00, 409.57it/s]\n", "100%|██████████| 447/447 [00:03<00:00, 111.88it/s]\n" ] } ], "source": [ "axis_norm = (0,1) # normalize channels independently\n", "# axis_norm = (0,1,2) # normalize channels jointly\n", "if n_channel > 1:\n", " print(\"Normalizing image channels %s.\" % ('jointly' if axis_norm is None or 2 in axis_norm else 'independently'))\n", " sys.stdout.flush()\n", "\n", "X = [normalize(x,1,99.8,axis=axis_norm) for x in tqdm(X)]\n", "Y = [fill_label_holes(y) for y in tqdm(Y)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Split into train and validation datasets." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of images: 447\n", "- training: 380\n", "- validation: 67\n" ] } ], "source": [ "rng = np.random.RandomState(42)\n", "ind = rng.permutation(len(X))\n", "n_val = int(round(0.15 * len(X)))\n", "ind_train, ind_val = ind[:-n_val], ind[-n_val:]\n", "X_val, Y_val = [X[i] for i in ind_val] , [Y[i] for i in ind_val]\n", "X_trn, Y_trn = [X[i] for i in ind_train], [Y[i] for i in ind_train] \n", "print('number of images: %3d' % len(X))\n", "print('- training: %3d' % len(X_trn))\n", "print('- validation: %3d' % len(X_val))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training data consists of pairs of input image and label instances." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 452, "width": 935 } }, "output_type": "display_data" } ], "source": [ "i = 9\n", "img, lbl = X[i], Y[i]\n", "img = img if img.ndim==2 else img[...,0]\n", "plt.figure(figsize=(16,10))\n", "plt.subplot(121); plt.imshow(img,cmap='gray'); plt.axis('off'); plt.title('Raw image')\n", "plt.subplot(122); plt.imshow(lbl,cmap=lbl_cmap); plt.axis('off'); plt.title('GT labels')\n", "None;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data for training StarDist\n", "\n", "From the label instance image, all necessary data for training `StarDist` can be computed via `StarDistData`. \n", "Note that this here is only for illustration, since it happens automatically when calling `StarDist.train` (see below)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without shape completion\n", "\n", "With `shape_completion = False` (see `Config` below), the trained `StarDist` model will *not* predict completed shapes for partially visible cells at the image boundary. This is the default behavior." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "data = StarDistData(X,Y,batch_size=1,n_rays=32,patch_size=(256,256),shape_completion=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 855, "width": 851 } }, "output_type": "display_data" } ], "source": [ "(img,dist_mask), (prob,dist) = data[0]\n", "\n", "fig, ax = plt.subplots(2,2, figsize=(12,12))\n", "for a,d,cm,s in zip(ax.flat, [img,prob,dist_mask,dist], ['gray','magma','bone','viridis'],\n", " ['Input image','Object probability','Distance mask','Distance (0°)']):\n", " a.imshow(d[0,...,0],cmap=cm)\n", " a.set_title(s)\n", "plt.tight_layout()\n", "None;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## With shape completion\n", "\n", "With `shape_completion = True` (see `Config` below), the trained `StarDist` model will predict completed shapes for partially visible cells at the image boundary. For this to work, the image needs to be cropped, which is controlled by the `Config` parameter `train_completion_crop` (default 32), which should be chosen based on the size of the objects. Furthermore, it may be a good idea to increase `train_batch_size` to offset the reduced amount of pixels per training patch due to cropping." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "data = StarDistData(X,Y,batch_size=1,n_rays=32,patch_size=(256,256),shape_completion=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 855, "width": 851 } }, "output_type": "display_data" } ], "source": [ "(img,dist_mask), (prob,dist) = data[0]\n", "\n", "fig, ax = plt.subplots(2,2, figsize=(12,12))\n", "for a,d,cm,s in zip(ax.flat, [img,prob,dist_mask,dist], ['gray','magma','bone','viridis'],\n", " ['Input image','Object probability','Distance mask','Distance (0°)']):\n", " a.imshow(d[0,...,0],cmap=cm)\n", " a.set_title(s)\n", "plt.tight_layout()\n", "None;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Training\n", "\n", "A `StarDist` model is specified via a `Config` object." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Configuration for a :class:`StarDist` model.\n", "\n", " Parameters\n", " ----------\n", " n_rays : int\n", " Number of radial directions for the star-convex polygon.\n", " Recommended to use a power of 2 (default: 32).\n", " n_channel_in : int\n", " Number of channels of given input image (default: 1).\n", " kwargs : dict\n", " Overwrite (or add) configuration attributes (see below).\n", "\n", "\n", " Attributes\n", " ----------\n", " unet_n_depth : int\n", " Number of U-Net resolution levels (down/up-sampling layers).\n", " unet_kernel_size : (int,int)\n", " Convolution kernel size for all (U-Net) convolution layers.\n", " unet_n_filter_base : int\n", " Number of convolution kernels (feature channels) for first U-Net layer.\n", " Doubled after each down-sampling layer.\n", " net_conv_after_unet : int\n", " Number of filters of the extra convolution layer after U-Net (0 to disable).\n", " train_shape_completion : bool\n", " Train model to predict complete shapes for partially visible objects at image boundary.\n", " train_completion_crop : int\n", " If 'train_shape_completion' is set to True, specify number of pixels to crop at boundary of training patches.\n", " Should be chosen based on (largest) object sizes.\n", " train_patch_size : (int,int)\n", " Size of patches to be cropped from provided training images.\n", " train_dist_loss : str\n", " Training loss for star-convex polygon distances ('mse' or 'mae').\n", " train_epochs : int\n", " Number of training epochs.\n", " train_steps_per_epoch : int\n", " Number of parameter update steps per epoch.\n", " train_learning_rate : float\n", " Learning rate for training.\n", " train_batch_size : int\n", " Batch size for training.\n", " train_tensorboard : bool\n", " Enable TensorBoard for monitoring training progress.\n", " train_checkpoint : str\n", " Name of checkpoint file for model weights (only best are saved); set to ``None`` to disable.\n", " train_reduce_lr : dict\n", " Parameter :class:`dict` of ReduceLROnPlateau_ callback; set to ``None`` to disable.\n", "\n", " .. _ReduceLROnPlateau: https://keras.io/callbacks/#reducelronplateau\n", " \n" ] } ], "source": [ "print(Config.__doc__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can monitor the progress during training with [TensorBoard](https://www.tensorflow.org/programmers_guide/summaries_and_tensorboard) by starting it from the current working directory:\n", "\n", " $ tensorboard --logdir=.\n", "\n", "Then connect to [http://localhost:6006/](http://localhost:6006/) with your browser.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without shape completion" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Config(n_channel_in=1, n_rays=32, net_conv_after_unet=128, net_input_shape=(None, None, 1), net_mask_shape=(None, None, 1), train_batch_size=4, train_checkpoint='weights_best.h5', train_completion_crop=32, train_dist_loss='mae', train_epochs=100, train_learning_rate=0.0003, train_patch_size=(256, 256), train_reduce_lr={'factor': 0.5, 'patience': 10}, train_shape_completion=False, train_steps_per_epoch=400, train_tensorboard=True, unet_kernel_size=(3, 3), unet_n_depth=3, unet_n_filter_base=32)\n" ] }, { "data": { "text/plain": [ "{'n_channel_in': 1,\n", " 'n_rays': 32,\n", " 'net_conv_after_unet': 128,\n", " 'net_input_shape': (None, None, 1),\n", " 'net_mask_shape': (None, None, 1),\n", " 'train_batch_size': 4,\n", " 'train_checkpoint': 'weights_best.h5',\n", " 'train_completion_crop': 32,\n", " 'train_dist_loss': 'mae',\n", " 'train_epochs': 100,\n", " 'train_learning_rate': 0.0003,\n", " 'train_patch_size': (256, 256),\n", " 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n", " 'train_shape_completion': False,\n", " 'train_steps_per_epoch': 400,\n", " 'train_tensorboard': True,\n", " 'unet_kernel_size': (3, 3),\n", " 'unet_n_depth': 3,\n", " 'unet_n_filter_base': 32}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conf = Config(n_channel_in=n_channel, train_batch_size=4, train_shape_completion=False)\n", "print(conf)\n", "vars(conf)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "model = StarDist(conf, name='stardist_no_shape_completion', basedir='models')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "%%capture train_log\n", "model.train(X_trn,Y_trn,validation_data=(X_val,Y_val))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# show train log\n", "# train_log()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## With shape completion" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Config(n_channel_in=1, n_rays=32, net_conv_after_unet=128, net_input_shape=(None, None, 1), train_batch_size=7, train_checkpoint='weights_best.h5', train_completion_crop=32, train_dist_loss='mae', train_epochs=100, train_learning_rate=0.0003, train_patch_size=(256, 256), train_reduce_lr={'factor': 0.5, 'patience': 10}, train_shape_completion=True, train_steps_per_epoch=400, train_tensorboard=True, unet_kernel_size=(3, 3), unet_n_depth=3, unet_n_filter_base=32)\n" ] }, { "data": { "text/plain": [ "{'n_channel_in': 1,\n", " 'n_rays': 32,\n", " 'net_conv_after_unet': 128,\n", " 'net_input_shape': (None, None, 1),\n", " 'train_batch_size': 7,\n", " 'train_checkpoint': 'weights_best.h5',\n", " 'train_completion_crop': 32,\n", " 'train_dist_loss': 'mae',\n", " 'train_epochs': 100,\n", " 'train_learning_rate': 0.0003,\n", " 'train_patch_size': (256, 256),\n", " 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n", " 'train_shape_completion': True,\n", " 'train_steps_per_epoch': 400,\n", " 'train_tensorboard': True,\n", " 'unet_kernel_size': (3, 3),\n", " 'unet_n_depth': 3,\n", " 'unet_n_filter_base': 32}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conf = Config(n_channel_in=n_channel, train_batch_size=7, train_shape_completion=True)\n", "print(conf)\n", "vars(conf)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "model = StarDist(conf, name='stardist_shape_completion', basedir='models')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "%%capture train_log\n", "model.train(X_trn,Y_trn,validation_data=(X_val,Y_val))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# show train log\n", "# train_log()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }