Update video_processing.py

video_processing.py

@@ -16,7 +16,6 @@ import pandas as pd
 from facenet_pytorch import MTCNN
 import torch
 import mediapipe as mp
-from pyannote.audio import Model
 
 device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
 mtcnn = MTCNN(keep_all=False, device=device, thresholds=[0.9, 0.9, 0.9], min_face_size=50)
@@ -90,8 +89,6 @@ def process_frames(frames_folder, aligned_faces_folder, frame_count, progress):
 
     return embeddings_by_frame, posture_scores_by_frame, posture_landmarks_by_frame, aligned_face_paths, facial_landmarks_by_frame
 
-
-
 def process_video(video_path, anomaly_threshold, desired_fps, progress=None):
     start_time = time.time()
     output_folder = "output"
@@ -316,6 +313,7 @@ def process_video(video_path, anomaly_threshold, desired_fps, progress=None):
             scatter_plot_3d
         )
 
+
 def is_frontal_face(landmarks, threshold=60):
     nose_tip = landmarks[4]
     left_chin = landmarks[234]