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import gradio as gr | |
from deepface import DeepFace | |
from PIL import Image | |
import numpy as np | |
def analyze_face(image): | |
analysis_result = DeepFace.analyze(img_path=np.array(image), actions=['age', 'gender', 'race', 'emotion'])[0] | |
age = analysis_result['age'] | |
gender = max(analysis_result['gender'], key=analysis_result['gender'].get) | |
gender_prob = f"{analysis_result['gender'][gender]:.2f}%" | |
race = analysis_result['dominant_race'] | |
emotion = analysis_result['dominant_emotion'] | |
emotions_detail = ', '.join([f"{k}: {v:.2f}%" for k, v in analysis_result['emotion'].items()]) | |
return age, f"{gender} ({gender_prob})", race, emotion, emotions_detail | |
iface = gr.Interface( | |
fn=analyze_face, | |
inputs=gr.Image(type="pil"), | |
outputs=[gr.Number(label="Age"), | |
gr.Text(label="Gender Probability"), | |
gr.Text(label="Race"), | |
gr.Text(label="Dominant Emotion"), | |
gr.Text(label="Emotion Breakdown")] | |
) | |
iface.launch() |