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Wednesday, June 28, 2017

Emotion Recognition in Xamarin.Forms with Microsoft Cognitive Services

Microsoft Cognitive Services offer awesome APIs and services for developers to create more intelligent applications. You can add interesting features, like people's emotions and video detection, face, speech, and vision recognition and speech and language understanding into your application.
The Emotion API takes a facial expression in an image stream as an input, and returns confidence levels across a set of emotions for each face in the image like anger, contempt, disgust, fear, happiness, neutral, sadness, and surprise, in a facial expression
Where we Can implement:
There is no single unifying definition or theory of emotion. Nevertheless, several characteristics of an emotional reaction are frequently mentioned. Nowadays feedback is more important for product promotion and review the article, store, etc. manual entry of emotion maybe wrong so we can automate the feedback and review.
In this article, we can learn about how to implement Emotion Recognition in Xamarin.Forms with Microsoft Cognitive Services.
Getting Started with the Emotion API:
The Emotion API can detect anger, contempt, disgust, fear, happiness, neutral, sadness, and surprise, in a facial expression. As well as returning an emotion result for a facial expression, the Emotion API also returns a bounding box for detected faces using the Face API. If a user has already called the Face API, they can submit the face rectangle as an optional input. Note that an API key must be obtained to use the Emotion API. You can follow below steps for obtained at free API key on Microsoft.com
Step 1: Click here for Generate Subscriber Key and Click on Create
Step 2:  You can agree the terms and Microsoft privacy statement > select the country and click on Next
Step 3: Login with Microsoft /LinkedIn /Facebook /Github  for create your API

Step 4: You login and subscribe you should see the keys and the below information on available your subscriptions

We will use emotion API key in the following Xamarin application. before that we can test the API key
Test on Your Emotion Key:
You can navigate emotion API online console application and provide the subscription key and image url . if your provide valid key and input the image, you will get it JSon data as output or relevant error

Create New Xamarin Forms Application:
You can refer my previous article for setup and create new Xamarin forms application.
If you already installed VS on your machine, Open Visual Studio > Create New Xamarin Forms application like below

Solution will create with all the platform and PCL project
In this solution, we are going to create demo application for Article review automate based on the emotion.
Camera in Xamarin. Forms:
We can use Media.Plugin Nuget package for Capture image or select image gallery from all the mobile platform (iOS,Android,Windows)
Right Click on Solution > Type “xam.plugin” in the search box > Select all the project (PCL, iOS, Android and UWP) > Click on Install
Emotion Nuget Package:
This client library is a thin C# client wrapper for the Microsoft Emotion API.The easiest way to use this client library is to get microsoft.projectoxford.emotion package from nuget .
Right Click on Solution > Type “Microsoft Emotion” in the search box > Select all the project (PCL, iOS, Android and UWP) > Click on Install
UI Design:
After successfully install above two nuget package. Let start UI design from PCL project
In PCL Project > Open MainPage.Xaml page and design following xaml code
  1. <?xml version="1.0" encoding="utf-8" ?>
  2. <ContentPage xmlns="http://xamarin.com/schemas/2014/forms"
  3.             xmlns:x="http://schemas.microsoft.com/winfx/2009/xaml"
  4.             xmlns:local="clr-namespace:DevEnvExeEmotion"
  5.             x:Class="DevEnvExeEmotion.MainPage">
  6.    <StackLayout Margin="20">
  7.        <StackLayout Orientation="Horizontal" Padding="30" HorizontalOptions="CenterAndExpand" >
  8.            <StackLayout x:Name="emotion">
  9.            <Label Text="Reader is :"  FontSize="Large"/>
  10.            <Label x:Name="emotionResultLabel" FontSize="Large" />
  11.            </StackLayout>
  12.            <Button Text="Share Your FeedBack" Clicked="OnFeedBackClicked"></Button>
  13.        </StackLayout>
  14.        <Image x:Name="image" Source="article.png" />
  15.        <ActivityIndicator x:Name="activityIndicator" />
  16.    </StackLayout>

  17. </ContentPage>
In mainPage.xaml.cs file add your logic.
  1. public partial class MainPage : ContentPage
  2.    {
  3.        EmotionServiceClient emotionClient;
  4.        MediaFile photo;

  5.        public MainPage()
  6.        {
  7.            InitializeComponent();
  8.            emotion.IsVisible = false;
  9.            emotionClient = new EmotionServiceClient("7f495be5faf643adbeead444d5b79a13");
  10.        }
For capture image, write the following code
  1.     public async Task CaptureImage()
  2.        {
  3.            await CrossMedia.Current.Initialize();
  4.            emotion.IsVisible = false;
  5.            // Take photo
  6.            if (CrossMedia.Current.IsCameraAvailable || CrossMedia.Current.IsTakePhotoSupported)
  7.            {
  8.                photo = await CrossMedia.Current.TakePhotoAsync(new StoreCameraMediaOptions
  9.                {
  10.                    SaveToAlbum = false
  12.                });

  13.            }
  14.            else
  15.            {
  16.                await DisplayAlert("No Camera", "Camera unavailable.", "OK");
  17.            }
  18.        }
For Recognize emotion, write the following code
  1. public async Task Recognizeemotion()
  2.        {
  3.            try
  4.            {
  5.                if (photo != null)
  6.                {
  7.                    using (var photoStream = photo.GetStream())
  8.                    {

  9.                        Emotion[] emotionResult = await emotionClient.RecognizeAsync(photoStream);
  10.                        if (emotionResult.Any())
  11.                        {
  12.                            // Emotions detected are happiness, sadness, surprise, anger, fear, contempt, disgust, or neutral.
  13.                            emotionResultLabel.Text = emotionResult.FirstOrDefault().Scores.ToRankedList().FirstOrDefault().Key;
  14.                            emotion.IsVisible = true;
  15.                        }
  16.                        photo.Dispose();
  17.                    }
  18.                }
  19.            }
  20.            catch (Exception ex)
  21.            {
  22.                Debug.WriteLine(ex.Message);
  23.            }
  24.        }
While click on Feedback button, call the above two methods
  1.  async void OnFeedBackClicked(object sender, EventArgs e)
  2.        {
  3.            //capture image
  4.            await CaptureImage();
  5.            ((Button)sender).IsEnabled = false;
  6.            // Recognize emotion
  7.            await Recognizeemotion();
  8.            ((Button)sender).IsEnabled = true;
  9.        }
Run the Application:
Select the iOS /Android /Windows and install into the device and click on ‘Share your Feedback ‘button

The device should be camera so after click on the button, capture your face for Recognize emotion.
Download Source Code:
You can download the complete source code from MSDN sample. 
In this article, you learned about how to generate emotion API key and implement Emotion Recognition in Xamarin.Forms with Microsoft Cognitive Services.
If you have any questions/ feedback/ issues, please write in the comment box

1 comment:

  1. I just want to say that all the information you have given here is awesome...great and nice blog thanks sharing. Thank you very much for this one. And I hope this will be useful for many people.. and I am waiting for your next post keep on updating these kinds of knowledgeable things...

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