{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading Image Data\n", "\n", "So far we've been working with fairly artificial datasets that you wouldn't typically be using in real projects. Instead, you'll likely be dealing with full-sized images like you'd get from smart phone cameras. In this notebook, we'll look at how to load images and use them to train neural networks.\n", "\n", "We'll be using a [dataset of cat and dog photos](https://www.kaggle.com/c/dogs-vs-cats) available from Kaggle. Here are a couple example images:\n", "\n", "\n", "\n", "We'll use this dataset to train a neural network that can differentiate between cats and dogs. These days it doesn't seem like a big accomplishment, but five years ago it was a serious challenge for computer vision systems." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import torch\n", "from torchvision import datasets, transforms\n", "\n", "import helper" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The easiest way to load image data is with `datasets.ImageFolder` from `torchvision` ([documentation](http://pytorch.org/docs/master/torchvision/datasets.html#imagefolder)). In general you'll use `ImageFolder` like so:\n", "\n", "```python\n", "dataset = datasets.ImageFolder('path/to/data', transform=transform)\n", "```\n", "\n", "where `'path/to/data'` is the file path to the data directory and `transform` is a list of processing steps built with the [`transforms`](http://pytorch.org/docs/master/torchvision/transforms.html) module from `torchvision`. ImageFolder expects the files and directories to be constructed like so:\n", "```\n", "root/dog/xxx.png\n", "root/dog/xxy.png\n", "root/dog/xxz.png\n", "\n", "root/cat/123.png\n", "root/cat/nsdf3.png\n", "root/cat/asd932_.png\n", "```\n", "\n", "where each class has it's own directory (`cat` and `dog`) for the images. The images are then labeled with the class taken from the directory name. So here, the image `123.png` would be loaded with the class label `cat`. You can download the dataset already structured like this [from here](https://s3.amazonaws.com/content.udacity-data.com/nd089/Cat_Dog_data.zip). I've also split it into a training set and test set.\n", "\n", "### Transforms\n", "\n", "When you load in the data with `ImageFolder`, you'll need to define some transforms. For example, the images are different sizes but we'll need them to all be the same size for training. You can either resize them with `transforms.Resize()` or crop with `transforms.CenterCrop()`, `transforms.RandomResizedCrop()`, etc. We'll also need to convert the images to PyTorch tensors with `transforms.ToTensor()`. Typically you'll combine these transforms into a pipeline with `transforms.Compose()`, which accepts a list of transforms and runs them in sequence. It looks something like this to scale, then crop, then convert to a tensor:\n", "\n", "```python\n", "transform = transforms.Compose([transforms.Resize(255),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor()])\n", "\n", "```\n", "\n", "There are plenty of transforms available, I'll cover more in a bit and you can read through the [documentation](http://pytorch.org/docs/master/torchvision/transforms.html). \n", "\n", "### Data Loaders\n", "\n", "With the `ImageFolder` loaded, you have to pass it to a [`DataLoader`](http://pytorch.org/docs/master/data.html#torch.utils.data.DataLoader). The `DataLoader` takes a dataset (such as you would get from `ImageFolder`) and returns batches of images and the corresponding labels. You can set various parameters like the batch size and if the data is shuffled after each epoch.\n", "\n", "```python\n", "dataloader = torch.utils.data.DataLoader(dataset, batch_size=32, shuffle=True)\n", "```\n", "\n", "Here `dataloader` is a [generator](https://jeffknupp.com/blog/2013/04/07/improve-your-python-yield-and-generators-explained/). To get data out of it, you need to loop through it or convert it to an iterator and call `next()`.\n", "\n", "```python\n", "# Looping through it, get a batch on each loop \n", "for images, labels in dataloader:\n", " pass\n", "\n", "# Get one batch\n", "images, labels = next(iter(dataloader))\n", "```\n", " \n", ">**Exercise:** Load images from the `Cat_Dog_data/train` folder, define a few transforms, then build the dataloader." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_dir = 'Cat_Dog_data/train'\n", "\n", "transform = transforms.Compose([transforms.Resize(255),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor()])\n", "dataset = datasets.ImageFolder(data_dir, transform=transform)\n", "dataloader = torch.utils.data.DataLoader(dataset, batch_size=32, shuffle=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 233, "width": 233 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run this to test your data loader\n", "images, labels = next(iter(dataloader))\n", "helper.imshow(images[0], normalize=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you loaded the data correctly, you should see something like this (your image will be different):\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Augmentation\n", "\n", "A common strategy for training neural networks is to introduce randomness in the input data itself. For example, you can randomly rotate, mirror, scale, and/or crop your images during training. This will help your network generalize as it's seeing the same images but in different locations, with different sizes, in different orientations, etc.\n", "\n", "To randomly rotate, scale and crop, then flip your images you would define your transforms like this:\n", "\n", "```python\n", "train_transforms = transforms.Compose([transforms.RandomRotation(30),\n", " transforms.RandomResizedCrop(224),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.ToTensor(),\n", " transforms.Normalize([0.5, 0.5, 0.5], \n", " [0.5, 0.5, 0.5])])\n", "```\n", "\n", "You'll also typically want to normalize images with `transforms.Normalize`. You pass in a list of means and list of standard deviations, then the color channels are normalized like so\n", "\n", "```input[channel] = (input[channel] - mean[channel]) / std[channel]```\n", "\n", "Subtracting `mean` centers the data around zero and dividing by `std` squishes the values to be between -1 and 1. Normalizing helps keep the network work weights near zero which in turn makes backpropagation more stable. Without normalization, networks will tend to fail to learn.\n", "\n", "You can find a list of all [the available transforms here](http://pytorch.org/docs/0.3.0/torchvision/transforms.html). When you're testing however, you'll want to use images that aren't altered (except you'll need to normalize the same way). So, for validation/test images, you'll typically just resize and crop.\n", "\n", ">**Exercise:** Define transforms for training data and testing data below." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "data_dir = 'Cat_Dog_data'\n", "\n", "# TODO: Define transforms for the training data and testing data\n", "# TODO: Define transforms for the training data and testing data\n", "train_transforms = transforms.Compose([transforms.RandomRotation(30),\n", " transforms.RandomResizedCrop(224),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.ToTensor()]) \n", "\n", "test_transforms = transforms.Compose([transforms.Resize(255),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor()])\n", "\n", "\n", "# Pass transforms in here, then run the next cell to see how the transforms look\n", "train_data = datasets.ImageFolder(data_dir + '/train', transform=train_transforms)\n", "test_data = datasets.ImageFolder(data_dir + '/test', transform=test_transforms)\n", "\n", "trainloader = torch.utils.data.DataLoader(train_data, batch_size=32, shuffle=True)\n", "testloader = torch.utils.data.DataLoader(test_data, batch_size=32)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 137, "width": 574 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# change this to the trainloader or testloader \n", "data_iter = iter(trainloader)\n", "\n", "images, labels = next(data_iter)\n", "fig, axes = plt.subplots(figsize=(10,4), ncols=4)\n", "for ii in range(4):\n", " ax = axes[ii]\n", " helper.imshow(images[ii], ax=ax, normalize=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Your transformed images should look something like this.\n", "\n", "
Training examples:
\n", "\n", "\n", "
Testing examples:
\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point you should be able to load data for training and testing. Now, you should try building a network that can classify cats vs dogs. This is quite a bit more complicated than before with the MNIST and Fashion-MNIST datasets. To be honest, you probably won't get it to work with a fully-connected network, no matter how deep. These images have three color channels and at a higher resolution (so far you've seen 28x28 images which are tiny).\n", "\n", "In the next part, I'll show you how to use a pre-trained network to build a model that can actually solve this problem." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Optional TODO: Attempt to build a network to classify cats vs dogs from this dataset" ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }