I have trouble displaying the result returned by Emotion API. Result is returned in form of Emotion[]. The code is as follows
private async void button2_Click(object sender, EventArgs e)
{
try
{
pictureBox2.Image = (Bitmap)pictureBox1.Image.Clone();
String s = System.Windows.Forms.Application.StartupPath + "\\" + "emotion.jpg";
pictureBox2.Image.Save(s);
string imageFilePath = s;// System.Windows.Forms.Application.StartupPath + "\\" + "testing.jpg";
Uri fileUri = new Uri(imageFilePath);
BitmapImage bitmapSource = new BitmapImage();
bitmapSource.BeginInit();
bitmapSource.CacheOption = BitmapCacheOption.None;
bitmapSource.UriSource = fileUri;
bitmapSource.EndInit();
// _emotionDetectionUserControl.ImageUri = fileUri;
// _emotionDetectionUserControl.Image = bitmapSource;
System.Windows.MessageBox.Show("Detecting...");
***Emotion[] emotionResult*** = await UploadAndDetectEmotions(imageFilePath);
System.Windows.MessageBox.Show("Detection Done");
}
catch (Exception ex)
{
System.Windows.MessageBox.Show(ex.ToString());
}
}
and I need to find the most dominant emotion from results of various emotions.
I went to the API reference. It returns JSON like this:
[
{
"faceRectangle": {
"left": 68,
"top": 97,
"width": 64,
"height": 97
},
"scores": {
"anger": 0.00300731952,
"contempt": 5.14648448E-08,
"disgust": 9.180124E-06,
"fear": 0.0001912825,
"happiness": 0.9875571,
"neutral": 0.0009861537,
"sadness": 1.889955E-05,
"surprise": 0.008229999
}
}
]
I pasted that into http://json2csharp.com/ and it generated some classes for me. (I renamed the root class to Emotion
and replaced the scores
class with an IDictionary<string, double>
. That's because you don't just want a property for each emotion. You want a set that you can sort to find the highest emotion. (IDictionary<string, double>
was what most easy to deserialize the json into.)
public class FaceRectangle
{
public int left { get; set; }
public int top { get; set; }
public int width { get; set; }
public int height { get; set; }
}
public class Emotion
{
public FaceRectangle faceRectangle { get; set; }
public IDictionary<string, double> scores { get; set; }
}
Then I wrote a unit test and pasted in the JSON from Microsoft's API page to see if I could deserialize it. I added the Newtsonsoft.Json Nuget package and wrote this:
[TestClass]
public class DeserializeEmotion
{
[TestMethod]
public void DeserializeEmotions()
{
var emotions = JsonConvert.DeserializeObject<Emotion[]>(JSON);
var scores = emotions[0].scores;
var highestScore = scores.Values.OrderByDescending(score => score).First();
//probably a more elegant way to do this.
var highestEmotion = scores.Keys.First(key => scores[key] == highestScore);
Assert.AreEqual("happiness", highestEmotion);
}
private const string JSON =
"[{'faceRectangle': {'left': 68,'top': 97,'width': 64,'height': 97},'scores': {'anger': 0.00300731952,'contempt': 5.14648448E-08,'disgust': 9.180124E-06,'fear': 0.0001912825,'happiness': 0.9875571,'neutral': 0.0009861537,'sadness': 1.889955E-05,'surprise': 0.008229999}}]";
}
The test passes, so that's it. You've got a Dictionary<string,double>
containing the scores, so you can both display them and find the emotion with the highest score.