DemoEmotions / utils /utils.py
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import matplotlib.pyplot as plt
import numpy as np
from utils.Caption import get_caption
from utils.Emotions import get_emotions
def get_label(image):
caption = get_caption(image)
pred = get_emotions(image, caption)
emotions = ['Excitement', 'Sadness', 'Amusement', 'Disgust', 'Awe', 'Contentment', 'Fear', 'Anger']
probabilities = pred
max_idx = np.argmax(probabilities)
# Create color list where all bars are one color, and the max bar is another color
bar_colors = ['skyblue' if i != max_idx else 'orange' for i in range(len(emotions))]
# Create bar chart
fig, ax = plt.subplots()
ax.bar(emotions, probabilities, color=bar_colors, width=0.5)
ax.set_ylabel('Probability')
ax.set_title('Emotion Prediction Probabilities')
plt.xticks(rotation=60, ha='right')
plt.tight_layout()
return caption, fig