{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import os\n", "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\";\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\" \n", "import ktrain\n", "from ktrain import vision as vis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Regression: Age Prediction\n", "\n", "In this example, we will build a model that predicts the age of a person given the person's photo. \n", "\n", "## Download the Dataset\n", "\n", "From [this blog post](https://medium.com/analytics-vidhya/fastai-image-regression-age-prediction-based-on-image-68294d34f2ed) by Abhik Jha, we see that there are several face datasets with age annotations from which to choose:\n", "- [UTK Face Dataset](http://aicip.eecs.utk.edu/wiki/UTKFace)\n", "- [IMDb-Wiki Face Dataset](https://data.vision.ee.ethz.ch/cvl/rrothe/imdb-wiki/)\n", "- [Appa Real Face Dataset](http://chalearnlap.cvc.uab.es/dataset/26/description/)\n", "\n", "In this notebook, we use the UTK Face Dataset. Download the data from [http://aicip.eecs.utk.edu/wiki/UTKFace](http://aicip.eecs.utk.edu/wiki/UTKFace) and extrct each of the three zip files to the same folder.\n", "\n", "\n", "## STEP 1: Load and Preprocess the Dataset\n", "\n", "The target **age** attribute in this dataset is encoded in the filename. More specifically, filenames are of the form:\n", "```\n", " [age]_[gender]_[race]_[date&time].jpg\n", "```\n", "where\n", "- `[age]` is an integer from 0 to 116, indicating the age\n", "- `[gender]` is either 0 (male) or 1 (female)\n", "- `[race]` is an integer from 0 to 4, denoting White, Black, Asian, Indian, and Others (like Hispanic, Latino, Middle Eastern).\n", "- `[date&time]` is in the format of yyyymmddHHMMSSFFF, showing the date and time an image was collected to UTKFace\n", "\n", "We are only interested in extracting the age for use as a numerical target. Let us first construct a regular expression to extract the age from the filename. Then, we can supply the pattern to `images_from_fname` to load and preprocess the dataset. Supplying `is_regression=True` is important here, as it tells *ktrain* that the integer targets representing age should be treated as a numerical target, as oppposed to a class label." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracted Age:40\n" ] } ], "source": [ "# build a regular expression that extracts the age from file name\n", "PATTERN = r'([^/]+)_\\d+_\\d+_\\d+.jpg$'\n", "import re\n", "p = re.compile(PATTERN)\n", "r = p.search('/hello/world/40_1_0_20170117134417715.jpg')\n", "print(\"Extracted Age:%s\" % (int(r.group(1))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set `DATADIR` to the folder where you extracted all the images." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/amaiya/projects/ghub/ktrain/ktrain/vision/data.py:744: UserWarning: Could not extract target for data/age_estimation/images/53__0_20170116184028385.jpg - skipping this file\n", " warnings.warn('Could not extract target for %s - skipping this file'% (fname))\n", "/home/amaiya/projects/ghub/ktrain/ktrain/vision/data.py:744: UserWarning: Could not extract target for data/age_estimation/images/39_1_20170116174525125.jpg - skipping this file\n", " warnings.warn('Could not extract target for %s - skipping this file'% (fname))\n", "/home/amaiya/projects/ghub/ktrain/ktrain/vision/data.py:744: UserWarning: Could not extract target for data/age_estimation/images/24_0_1_20170116220224657 .jpg - skipping this file\n", " warnings.warn('Could not extract target for %s - skipping this file'% (fname))\n", "/home/amaiya/projects/ghub/ktrain/ktrain/vision/data.py:744: UserWarning: Could not extract target for data/age_estimation/images/61_3_20170109150557335.jpg - skipping this file\n", " warnings.warn('Could not extract target for %s - skipping this file'% (fname))\n", "/home/amaiya/projects/ghub/ktrain/ktrain/vision/data.py:744: UserWarning: Could not extract target for data/age_estimation/images/61_1_20170109142408075.jpg - skipping this file\n", " warnings.warn('Could not extract target for %s - skipping this file'% (fname))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Found 24107 images belonging to 1 classes.\n", "Found 21669 validated image filenames.\n", "Found 2432 validated image filenames.\n" ] } ], "source": [ "DATADIR='data/age_estimation/images'\n", "data_aug = vis.get_data_aug(horizontal_flip=True)\n", "(train_data, val_data, preproc) = vis.images_from_fname(DATADIR, pattern = PATTERN, data_aug = data_aug, \n", " is_regression=True, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the warnings above, we see that a few filenames in the dataset are constructed incorrectly. For instance, the first filename incorrectly has two consecutive underscore characters after the age attribute. Although the age attribute appears to be intact despite the errors and we could modify the regular expression to process these files, we will ignore them in this demonstration.\n", "\n", "## STEP 2: Create a Model and Wrap in `Learner`\n", "\n", "We use the `image_regression_model` function to create a `ResNet50` model. By default, the model freezes all layers except the final randomly-initialized dense layer." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pretrained_resnet50: 50-layer Residual Network (pretrained on ImageNet)\n", "resnet50: 50-layer Resididual Network (randomly initialized)\n", "pretrained_mobilenet: MobileNet Neural Network (pretrained on ImageNet)\n", "mobilenet: MobileNet Neural Network (randomly initialized)\n", "pretrained_inception: Inception Version 3 (pretrained on ImageNet)\n", "inception: Inception Version 3 (randomly initialized)\n", "wrn22: 22-layer Wide Residual Network (randomly initialized)\n", "default_cnn: a default LeNet-like Convolutional Neural Network\n" ] } ], "source": [ "vis.print_image_regression_models()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The normalization scheme has been changed for use with a pretrained_resnet50 model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n", "\n", "Is Multi-Label? False\n", "Is Regression? True\n", "pretrained_resnet50 model created.\n" ] } ], "source": [ "model = vis.image_regression_model('pretrained_resnet50', train_data, val_data)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# wrap model and data in Learner object\n", "learner = ktrain.get_learner(model=model, train_data=train_data, val_data=val_data, \n", " workers=8, use_multiprocessing=False, batch_size=64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STEP 3: Estimate Learning Rate\n", "\n", "We will select a learning rate associated with falling loss from the plot displayed." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulating training for different learning rates... this may take a few moments...\n", "Train for 338 steps\n", "Epoch 1/2\n", "338/338 [==============================] - 70s 207ms/step - loss: 861.5830 - mae: 22.9879\n", "Epoch 2/2\n", "109/338 [========>.....................] - ETA: 49s - loss: 649.4039 - mae: 16.9063\n", "\n", "done.\n", "Please invoke the Learner.lr_plot() method to visually inspect the loss plot to help identify the maximal learning rate associated with falling loss.\n" ] } ], "source": [ "learner.lr_find(max_epochs=2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learner.lr_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the plot above, we choose a learning rate of `1e-4`.\n", "\n", "## STEP 4: Train Model\n", "\n", "We will begin by training the model for 3 epochs using a [1cycle](https://arxiv.org/abs/1803.09820) learning rate policy." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "begin training using onecycle policy with max lr of 0.0001...\n", "Train for 339 steps, validate for 76 steps\n", "Epoch 1/3\n", "339/339 [==============================] - 92s 272ms/step - loss: 439.4095 - mae: 15.9018 - val_loss: 232.3163 - val_mae: 11.5531\n", "Epoch 2/3\n", "339/339 [==============================] - 90s 267ms/step - loss: 224.5607 - mae: 11.4513 - val_loss: 205.7995 - val_mae: 11.0465\n", "Epoch 3/3\n", "339/339 [==============================] - 91s 270ms/step - loss: 195.5936 - mae: 10.7478 - val_loss: 204.4100 - val_mae: 11.0015\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learner.fit_onecycle(1e-4, 3)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "learner.freeze(15) # unfreeze all but the first 15 layers" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "begin training using onecycle policy with max lr of 0.0001...\n", "Train for 339 steps, validate for 76 steps\n", "Epoch 1/2\n", "339/339 [==============================] - 116s 343ms/step - loss: 128.5147 - mae: 8.4811 - val_loss: 189.3961 - val_mae: 9.7832\n", "Epoch 2/2\n", "339/339 [==============================] - 111s 327ms/step - loss: 88.4419 - mae: 6.9415 - val_loss: 90.1048 - val_mae: 6.5764\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learner.fit_onecycle(1e-4, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After only 5 epochs, our validation MAE is 6.57. That is, on average, our age predictions are off about 6 1/2 years. Since it does not appear that we are overfitting yet, we could try training further for further improvement, but we will stop here for now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make Predictions\n", "\n", "Let's make predictions on individual photos. We could either randomly select from the entire image directory or select just from the validation images." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# get a Predictor instance that wraps model and Preprocessor object\n", "predictor = ktrain.get_predictor(learner.model, preproc)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['20_1_3_20170119153148521.jpg',\n", " '80_0_0_20170117172944233.jpg',\n", " '14_1_0_20170104011733528.jpg',\n", " '36_1_0_20170117183244102.jpg',\n", " '34_0_0_20170117182731575.jpg',\n", " '25_1_3_20170104231534609.jpg',\n", " '48_0_4_20170117204131728.jpg',\n", " '25_0_1_20170113151453752.jpg',\n", " '15_0_3_20170105183235993.jpg',\n", " '32_1_2_20170116164214489.jpg']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get some random file names of images\n", "!!ls {DATADIR} | sort -R |head -10" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['8_1_4_20170109201844552.jpg',\n", " '75_0_3_20170105180253006.jpg',\n", " '22_1_4_20170103223330567.jpg',\n", " '28_0_4_20170117021421106.jpg',\n", " '31_1_1_20170116023825964.jpg',\n", " '26_1_0_20170116231512359.jpg',\n", " '23_1_4_20170117194303197.jpg',\n", " '14_0_4_20170103200837103.jpg',\n", " '60_0_3_20170119205726487.jpg',\n", " '28_1_2_20170116190131133.jpg']" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how to get validation filepaths\n", "val_data.filenames[10:20]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "def show_prediction(fname):\n", " fname = DATADIR+'/'+fname\n", " predicted = round(predictor.predict_filename(fname)[0])\n", " actual = int(p.search(fname).group(1))\n", " vis.show_image(fname)\n", " print('predicted:%s | actual: %s' % (predicted, actual))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "predicted:22.0 | actual: 25\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_prediction('25_1_3_20170104231305129.jpg')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "predicted:8.0 | actual: 10\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_prediction('10_0_0_20170110225013755.jpg')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "predicted:65.0 | actual: 71\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_prediction('71_0_0_20170111204446510.jpg')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "predictor.save('/tmp/age_predictor')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "reloaded_predictor = ktrain.load_predictor('/tmp/age_predictor')" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([54.259617], dtype=float32)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reloaded_predictor.predict_filename(DATADIR+'/60_0_3_20170119205726487.jpg')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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