Resolve WES-97 "Integrate signpredictor in spellingbee"
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committed by
Lukas Van Rossem
parent
f827c29d3a
commit
3abc24a39c
180
Assets/MediaPipeUnity/Scripts/Feedback.cs
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180
Assets/MediaPipeUnity/Scripts/Feedback.cs
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using DigitalRuby.Tween;
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using Mediapipe.Unity.Tutorial;
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using System;
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using System.Collections;
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using TMPro;
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using UnityEngine;
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using UnityEngine.Events;
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using UnityEngine.UI;
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/// <summary>
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/// Class to display feedback during a course
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/// </summary>
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public class Feedback : MonoBehaviour
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{
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/// <summary>
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/// Reference to the feedback field
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/// </summary>
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public TMP_Text feedbackText;
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/// <summary>
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/// Reference to the progress bar
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/// </summary>
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public Slider feedbackProgress;
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/// <summary>
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/// Reference to the progress bar image, so we can add fancy colors
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/// </summary>
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public Image feedbackProgressImage;
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/// <summary>
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/// Reference to the sign predictor
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/// </summary>
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public SignPredictor signPredictor;
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/// <summary>
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/// Callback for getting the correct sign
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/// </summary>
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public Func<string> getSignCallback;
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/// <summary>
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/// Callback to initiate the next sign
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/// </summary>
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public UnityAction<string> predictSignCallback;
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/// <summary>
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/// Timer to keep track of how long a incorrect sign is performed
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/// </summary>
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private DateTime timer;
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/// <summary>
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/// Current predicted sign
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/// </summary>
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private string predictedSign = null;
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/// <summary>
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/// Previous incorrect sign, so we can keep track whether the user is wrong or the user is still changing signs
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/// </summary>
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private string previousIncorrectSign = null;
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/// <summary>
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/// Start is called before the first frame update
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/// </summary>
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void Start()
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{
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// Start the coroutine to update the scale every 200 milliseconds
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StartCoroutine(UpdateFeedback());
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}
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/// <summary>
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/// UpdateScale updates the progress bar every 200ms, updated the feedback text, and progress bar color
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/// If a high enough accuracy is detected, it will go to the next sign
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/// </summary>
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/// <returns></returns>
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IEnumerator UpdateFeedback()
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{
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while (true)
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{
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if (getSignCallback != null && predictSignCallback != null)
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{
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// Get current sign
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string currentSign = getSignCallback();
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// Get the predicted sign
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if (signPredictor != null && signPredictor.learnableProbabilities != null &&
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currentSign != null && signPredictor.learnableProbabilities.ContainsKey(currentSign))
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{
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float accuracy = signPredictor.learnableProbabilities[currentSign];
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if (accuracy > 0.98)
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{
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// TODO: fix emojis
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feedbackText.text = "✨ Perfect ✨";
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Color col = new Color(0xff / 255.0f, 0xcc / 255.0f, 0x00 / 255.0f);
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feedbackText.color = col;
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feedbackProgressImage.color = col;
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}
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else if (accuracy > 0.95)
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{
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feedbackText.text = "Super!";
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Color col = new Color(0x00 / 255.0f, 0xff / 255.0f, 0xcc / 255.0f);
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feedbackText.color = col;
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feedbackProgressImage.color = col;
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}
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else if (accuracy > 0.90)
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{
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feedbackText.text = "Goed";
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feedbackText.color = Color.green;
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feedbackProgressImage.color = Color.green;
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}
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else if (accuracy > 0.80)
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{
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feedbackText.text = "Bijna...";
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Color col = new Color(0xff / 255.0f, 0x66 / 255.0f, 0x00 / 255.0f);
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feedbackText.color = col;
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feedbackProgressImage.color = col;
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}
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else
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{
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feedbackText.text = "Detecteren...";
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feedbackText.color = Color.red;
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feedbackProgressImage.color = Color.red;
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}
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float oldValue = feedbackProgress.value;
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// use an exponential scale
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float newValue = Mathf.Exp(4 * (accuracy - 1.0f));
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feedbackProgress.gameObject.Tween("FeedbackUpdate", oldValue, newValue, 0.2f, TweenScaleFunctions.CubicEaseInOut, (t) =>
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{
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if (feedbackProgress != null)
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{
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feedbackProgress.value = t.CurrentValue;
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}
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});
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// Check whether (in)correct sign has high accuracy
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foreach (var kv in signPredictor.learnableProbabilities)
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{
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if (kv.Value > 0.90)
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{
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predictedSign = kv.Key;
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// Correct sign
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if (predictedSign == currentSign)
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{
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yield return new WaitForSeconds(1.0f);
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predictSignCallback(predictedSign);
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timer = DateTime.Now;
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predictedSign = null;
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previousIncorrectSign = null;
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}
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// Incorrect sign
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else
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{
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if (previousIncorrectSign != predictedSign)
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{
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timer = DateTime.Now;
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previousIncorrectSign = predictedSign;
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}
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else if (DateTime.Now - timer > TimeSpan.FromSeconds(2.0f))
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{
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predictSignCallback(predictedSign);
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timer = DateTime.Now;
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predictedSign = null;
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previousIncorrectSign = null;
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}
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}
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break;
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}
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}
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}
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else
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{
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feedbackProgress.value = 0.0f;
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}
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}
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// Wait for 200 milliseconds before updating the scale again
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yield return new WaitForSeconds(0.2f);
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}
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}
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}
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