From 4d32eca17c93e372638375a689628f3a3a9205be Mon Sep 17 00:00:00 2001 From: Fabio Manganiello Date: Tue, 26 Jan 2021 16:07:17 +0100 Subject: [PATCH] 3rd article migration WIP --- static/img/people-detect-2.png | Bin 0 -> 89251 bytes static/img/people-detect-3.png | Bin 0 -> 40355 bytes ...atypush-and-a-pinch-of-machine-learning.md | 269 ++++++++++++++++++ 3 files changed, 269 insertions(+) create mode 100644 static/img/people-detect-2.png create mode 100644 static/img/people-detect-3.png diff --git a/static/img/people-detect-2.png b/static/img/people-detect-2.png new file mode 100644 index 0000000000000000000000000000000000000000..9bad8aea20d36310ba8e75697ce115a75a9acda0 GIT binary patch literal 89251 zcmaI7Ra9Kh6F&$93!dQa5IlHrcXxMpcMZYa-QC?aIKkZ|xHG^2gU)Qezq9{ycK2Z) z?#r#N?ygT&-CI>%9i^-&g^EOg1O)|!DkCkf3Izon00jlZhzRrVO%nOdA1J6`C>e1P zb??oqzR#TwIvOOrkS@^mRy7P#w4yL?7!`w0nBxR)e(G z%%AIb(`5(fTh%uMACf|z$KO}=oH*BR$-JjLybO3+d-i~Mf(N@Tw9KUJORU68cglQM zZT_qnq}}_o9|(EJRVa=^Zh)7PjPEYd^?5FkifYASO 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zzRLo64t(ZPAVG@`QG!(cQLa4+LLg-f6JHw_t$FaZO3(zzZJ1-RfVs53-u@6PkT;1r&DUP6XcB_vgg>@9Zor7BYOBZ{E3m`}bycHlQ2`ES_hu zmdKI;Vst0Ll0M*Z=?k literal 0 HcmV?d00001 diff --git a/static/pages/Detect-people-with-a-RaspberryPi-a-thermal-camera-Platypush-and-a-pinch-of-machine-learning.md b/static/pages/Detect-people-with-a-RaspberryPi-a-thermal-camera-Platypush-and-a-pinch-of-machine-learning.md index edd4ebe..738f8ca 100644 --- a/static/pages/Detect-people-with-a-RaspberryPi-a-thermal-camera-Platypush-and-a-pinch-of-machine-learning.md +++ b/static/pages/Detect-people-with-a-RaspberryPi-a-thermal-camera-Platypush-and-a-pinch-of-machine-learning.md @@ -166,3 +166,272 @@ it shouldn’t be an issue for your model training purposes. If you open the web panel (`http://your-host:8008`) you’ll also notice a new tab, represented by the sun icon, that you can use to monitor your camera from a web interface. + +![Thermal camera web panel screenshot](../img/people-detect-2.png) + +You can also monitor the camera directly outside of the webpanel by pointing your browser to +`http://your-host:8008/camera/ir/mlx90640/stream?rotate=270&scale_factor=20`. + +Now add a cronjob to your `config.yaml` to take snapshots every minute: + +```yaml +cron.ThermalCameraSnapshotCron: + cron_expression: '* * * * *' + actions: + - action: camera.ir.mlx90640.capture + args: + output_file: "${__import__(’datetime’).datetime.now().strftime(’/your/img/folder/%Y-%m-%d_%H-%M-%S.jpg’)}" + grayscale: true +``` + +Or directly as a Python script under e.g. `~/.config/platypush/thermal.py` (make sure that `~/.config/platypush/__init__.py` also exists so the folder is recognized as a Python module): + +```python +from datetime import datetime + +from platypush.config import Config +from platypush.cron import cron +from platypush.utils import run + + +@cron('* * * * *') +def take_thermal_picture(**context): + run('camera.ir.mlx90640.capture', grayscale=True, + output_file=datetime.now().strftime('/your/img/folder/%Y-%m-%d_%H-%m-%S.jpg')) +``` + +The images will be stored under `/your/img/folder` in the format +`YYYY-mm-dd_HH-MM-SS.jpg`. No scale factor is applied — even if the images will +be tiny we’ll only need them to train our model. Also, we’ll convert the images +to grayscale — the neural network will be lighter and actually more accurate, +as it will only have to rely on one variable per pixel without being tricked by +RGB combinations. + +Restart Platypush and verify that every minute a new picture is created under +your images directory. Let it run for a few hours or days until you’re happy +with the number of samples. Try to balance the numbers of pictures with no +people in the room and those with people in the room, trying to cover as many +cases as possible — e.g. sitting, standing in different points of the room etc. +As I mentioned earlier, in my case I only needed less than 1000 pictures with +enough variety to achieve accuracy levels above 99%. + +## Labelling phase + +Once you’re happy with the number of samples you’ve taken, copy the images over +to the machine you’ll be using to train your model (they should be all small +JPEG files weighing under 500 bytes each). Copy them to the folder where you +have cloned my `imgdetect-utils` repository: + +```shell +BASEDIR=~/git_tree/imgdetect-utils + +# This directory will contain your raw images +IMGDIR=$BASEDIR/datasets/ir/images + +# This directory will contain the raw numpy training +# data parsed from the images +DATADIR=$BASEDIR/datasets/ir/data + +mkdir -p $IMGDIR +mkdir -p $DATADIR + +# Copy the images +scp pi@raspberry:/your/img/folder/*.jpg $IMGDIR + +# Create the labels for the images. Each label is a +# directory under $IMGDIR +mkdir $IMGDIR/negative +mkdir $IMGDIR/positive +``` + +Once the images have been copied and the directories for the labels created, +run the `label.py` script provided in the repository to interactively label the +images: + +```shell +cd $BASEDIR +python utils/label.py -d $IMGDIR --scale-factor 10 +``` + +Each image will open in a new window and you can label it by typing either 1 +(negative) or 2 (positive) - the label names are gathered from the names of the +directories you created at the previous step: + +![Thermal camera pictures labelling](../img/people-detect-3.png) + +At the end of the procedure the `negative` and `positive` directories under the +images directory should have been populated. + +## Training phase + +Once we’ve got all the labelled images it’s time to train our model. A +[`train.ipynb`](https://github.com/BlackLight/imgdetect-utils/blob/master/notebooks/ir/train.ipynb) +Jupyter notebook is provided under `notebooks/ir` and it should be +relatively self-explanatory: + +```python +### Import stuff + +import os +import sys + +import numpy as np + +import tensorflow as tf +from tensorflow import keras + +###### +# Change this with the directory where you cloned the imgdetect-utils repo +basedir = os.path.join(os.path.expanduser('~'), 'git_tree', 'imgdetect-utils') +sys.path.append(os.path.join(basedir)) + +from src.image_helpers import plot_images_grid, create_dataset_files +from src.train_helpers import load_data, plot_results, export_model + +# Define the dataset directory - replace it with the path on your local +# machine where you have stored the previously labelled dataset. +dataset_dir = os.path.join(basedir, 'datasets', 'ir') + +# Define the size of the input images. In the case of an +# MLX90640 it will be (24, 32) for horizontal images and +# (32, 24) for vertical images +image_size = (32, 24) + +# Image generator batch size +batch_size = 64 + +# Number of training epochs +epochs = 5 +###### + +# The Tensorflow model and properties file will be stored here +tf_model_dir = os.path.join(basedir, 'models', 'ir', 'tensorflow') +tf_model_file = os.path.join(tf_model_dir, 'ir.pb') +tf_properties_file = os.path.join(tf_model_dir, 'ir.json') + +# Base directory that contains your training images and dataset files +dataset_base_dir = os.path.join(basedir, 'datasets', 'ir') +dataset_dir = os.path.join(dataset_base_dir, 'data') + +# Store your thermal camera images here +img_dir = os.path.join(dataset_base_dir, 'images') + +### Create model directories + +os.makedirs(tf_model_dir, mode=0o775, exist_ok=True) + +### Create a dataset files from the available images + +dataset_files = create_dataset_files(img_dir, dataset_dir, + split_size=1000, + num_threads=1, + resize=input_size) + +### Or load existing .npz dataset files + + + +dataset_files = [os.path.join(dataset_dir, f) + for f in os.listdir(dataset_dir) + if os.path.isfile(os.path.join(dataset_dir, f)) + and f.endswith('.npz')] + +### Get the training and test set randomly out of the dataset with a split of 70/30 + +train_set, test_set, classes = load_data(*dataset_files, split_percentage=0.7) +print('Loaded {} training images and {} test images. Classes: {}'.format( + train_set.shape[0], test_set.shape[0], classes)) + +# Example output: +# Loaded 623 training images and 267 test images. Classes: ['negative' 'positive'] + +# Extract training set and test set images and labels +train_images = np.asarray([item[0] for item in train_set]) +train_labels = np.asarray([item[1] for item in train_set]) +test_images = np.asarray([item[0] for item in test_set]) +test_labels = np.asarray([item[1] for item in test_set]) + +### Inspect the first 25 images in the training set + +plot_images_grid(images=train_images, labels=train_labels, + classes=classes, rows=5, cols=5) + +### Declare the model + +# - Flatten input +# - Layer 1: 50% the number of pixels per image (RELU activation) +# - Layer 2: 20% the number of pixels per image (RELU activation) +# - Layer 3: as many neurons as the output labels +# (in this case 2: negative, positive) (Softmax activation) + +model = keras.Sequential([ + keras.layers.Flatten(input_shape=train_images[0].shape), + keras.layers.Dense(int(0.5 * train_images.shape[1] * train_images.shape[2]), + activation=tf.nn.relu), + keras.layers.Dense(int(0.2 * train_images.shape[1] * train_images.shape[2]), + activation=tf.nn.relu), + keras.layers.Dense(len(classes), activation=tf.nn.softmax) +]) + +### Compile the model + +# - Loss function:This measures how accurate the model is during training. We +# want to minimize this function to "steer" the model in the right direction. +# - Optimizer: This is how the model is updated based on the data it sees and +# its loss function. +# - Metrics: Used to monitor the training and testing steps. The following +# example uses accuracy, the fraction of the images that are correctly classified. + +model.compile(optimizer='adam', + loss='sparse_categorical_crossentropy', + metrics=['accuracy']) + +### Train the model + +model.fit(train_images, train_labels, epochs=3) + +# Example output: +# Epoch 1/3 623/623 [======] - 0s 487us/sample - loss: 0.2672 - acc: 0.8860 +# Epoch 2/3 623/623 [======] - 0s 362us/sample - loss: 0.0247 - acc: 0.9936 +# Epoch 3/3 623/623 [======] - 0s 373us/sample - loss: 0.0083 - acc: 0.9984 + +### Evaluate accuracy against the test set + +test_loss, test_acc = model.evaluate(test_images, test_labels) +print('Test accuracy:', test_acc) + +# Example output: +# 267/267 [======] - 0s 243us/sample - loss: 0.0096 - acc: 0.9963 +# Test accuracy: 0.9962547 + +### Make predictions on the test set + +predictions = model.predict(test_images) + +# Plot a grid of 36 images and show expected vs. predicted values +plot_results(images=test_images, labels=test_labels, + classes=classes, predictions=predictions, + rows=9, cols=4) + +### Export as a Tensorflow model + +export_model(model, tf_model_file, + properties_file=tf_properties_file, + classes=classes, + input_size=input_size) +``` + +If you managed to execute the whole notebook correctly you’ll have a file named +`ir.pb` under `models/ir/tensorflow`. That’s your Tensorflow model file, you can +now copy it over to the RaspberryPi and use it to do predictions: + +```shell +scp $BASEDIR/models/ir/tensorflow/ir.pb pi@raspberry:/home/pi/models +``` + +## Detect people in the room + +Once the Tensorflow model has been deployed to the RaspberryPi you can replace the +previous cronjob that stores pictures at regular intervals with a cronjob that captures +pictures and feeds them to the previously trained model +