# Facial Keypoint Detection

Source: [https://docs.qualcomm.com/doc/80-63442-4/topic/facial-keypoint-detection.html](https://docs.qualcomm.com/doc/80-63442-4/topic/facial-keypoint-detection.html)

Using a CNN to detect facial keypoints and use them in applications with face
        filters

Face filters, which overlay facial photographs with funny objects, have become
            commonplace. They are used extensively in social media applications. The technique
            behind this filter application is facial keypoint (or “keypoints”) detection.

This article explores facial keypoint detection and describes how to develop it into a
            model that runs on the Snapdragon® mobile platform.
Figure : Output of application with face filters

![](data:image/png;base64,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## Facial keypoints

Facial keypoints are the vital areas in the face from which a person’s facial
                expressions – and, therefore, emotions – can be evaluated. They play an important
                role in developing real-time applications for detecting drowsiness, analyzing
                biometrics and reading a person’s emotions.

The figure below shows the arrangement of points matching the human face.
Figure : Facial keypoints

![](data:image/png;base64,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)

## Detecting facial keypoints using a deep convolutional neural network
                (CNN)

Based on the project at [https://github.com/yinguobing/cnn-facial-landmark](https://github.com/yinguobing/cnn-facial-landmark), the
                following describes how to train a machine learning model for detecting facial
                keypoints.

The model is built with TensorFlow. The data set used for training contains images of
                the human face; for each image, the data set includes the co-ordinates for all 68 of
                the keypoints shown above. The model has been trained for 500 epochs, resulting in a
                frozen graph file (.pb).

To run the model on a mobile device powered by Snapdragon, the model must first be
                converted using the Qualcomm® Neural Processing SDK for AI.

## 1. Convert the model to DLC

First, follow the [Getting Started instructions](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/setup.html) and ensure
                that the SDK is correctly installed and configured.

The SDK includes an [snpe-tensorflow-to-dlc](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html#snpe-tensorflow-to-dlc) conversion tool.
                Run it from the directory containing the .pb file. Use the following input
                arguments:

- Input Layer name: input\_to\_float
- Input Shape: 1, 128, 128, 3
- Output Layer name: logits/BiasAdd

That
                is:

    $ snpe-tensorflow-to-dlc –-graph -i input_to_float 1, 128, 128, 3 --out_node logits/BiasAdd --dlc key_points.dlcCopy to clipboard

The resulting key\_points.dlc file is in the deep learning container format (DLC)
                required by the SDK.

## 2. Convert test images

The following Python code converts images into a raw format supported by the SDK:

    import argparse
    import numpy as np
    import cv2
    from os import listdir
    from os.path import isfile, join
    if __name__ == '__main__':
        parser = argparse.ArgumentParser()
        parser.add_argument(
         '--in_path',
         type=str,
         default='./data/input/',
         help='Path to input images folder.'
      &nbsp)
        parser.add_argument(
         '--out_path',
         type=str,
         default='./data/raw-images/',
         help='Path to raw images folder.'
      &nbsp args = parser.parse_args()
        myInputPath = args.in_path
        myOutputPath = args.out_path
        allImages = [f for f in listdir(myInputPath) if isfile(join(myInputPath, f))]
        raw_images = []
        for i in allImages:
         ifile = myInputPath+i
         ofile = myOutputPath + ifile.split('/')[-1].split('.')[0] + '.raw'
         raw_images.append(ofile.split('/')[-1])
         img = cv2.imread(ifile, cv2.IMREAD_COLOR)
         img = cv2.resize(img, (128, 128))
         #print (img)
         np_arr = np.array(img).astype('float32')
         np_arr.tofile(ofile)
        with open(myOutputPath+"raw-file.txt", "w") as myfile:
         for rimg in raw_images:
          myfile.write(myOutputPath+rimg+'\n')
        print ('conversion successfull... \n{} images converted in raw
    images'.format(len(allImages)))Copy to clipboard

## 3. Running inference on Ubuntu using the Qualcomm Neural Processing SDK for
                AI

Using the .dlc file and snpe-net-run, test the model against images containing the
                human face. The following command generates predicted output for every input image
                and stores it as a raw text file.

    $ snpe-net-run --container key_points.dlc --input_list ./data/raw-images/raw-file.txtCopy to clipboard

## 4. Plotting output values onto input images

The python script below plots the predicted output values onto the input images. It
                requires two parameters:

- -i – path to input image
- -o – path to predicted raw output file

    import numpy as np
    import cv2
    import os
    import argparse
    from scipy.spatial import distance as dist
    def plot_landmarks(raw_in, org_img_path):
        org_img = cv2.imread(org_img_path, cv2.IMREAD_COLOR)
        org_img = cv2.resize(org_img, (128, 128))
        arr = np.fromfile(open(raw_in, 'r'), dtype="float32")
        cp = []
        for idx, i in enumerate(arr):
         ind = idx * 2
          cv2.line (org_img, (int(arr[ind]*128), int(arr[ind+1]*128)),
          (int(arr[ind]*128)+1, int(arr[ind+1]*128)+1), (0, 0,255), 2)
        cv2.imshow('img', org_img)
        cv2.waitKey(0)
    def main():Copy to clipboard

        parser = argparse.ArgumentParser(description='Display eye aspect ratio results.')
        parser.add_argument('-o',"--output_raw", required=True, type=str,)
        parser.add_argument('-i', '--input_img', type=str , required=True)
        args = parser.parse_args()
        plot_landmarks(args.output_raw, args.input_img)
    if __name__ == '__main__':
       main()Copy to clipboard

The results of the script on three images are shown below:
Figure : Predicted output from the snpe-net-run tool

![](data:image/png;base64,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)

**Parent Topic:** [Vision-based AI Use Cases](https://docs.qualcomm.com/doc/80-63442-4/topic/vision-based-ai-use-cases.html)

Last Published: Jun 24, 2024

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Facial Expression Recognition — Part 1: Solution Pipeline on Ubuntu](https://docs.qualcomm.com/bundle/publicresource/80-63442-4/topics/facial-expression-recognition-part-1.md)