2025-11-25 19:39:22,034 - INFO - Exported YOLO to yolov8n.onnx 2025-11-25 19:39:24,624 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only. 2025-11-25 19:39:24,720 - INFO - Isolation Forest trained with dummy data (replace with real training data) 2025-11-25 19:39:28,949 - INFO - 2025-11-25T19:39:28.945453 | Features: [ -1 0 0.84011] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:28,950 - INFO - Inference time: 3.51s 2025-11-25 19:39:30,773 - INFO - 2025-11-25T19:39:30.769823 | Features: [ -1 0 0.82072] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:30,774 - INFO - Inference time: 1.55s 2025-11-25 19:39:31,995 - INFO - 2025-11-25T19:39:31.992475 | Features: [ -1 0 0.82065] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:31,996 - INFO - Inference time: 0.93s 2025-11-25 19:39:34,182 - INFO - 2025-11-25T19:39:34.178661 | Features: [ -1 0 0.82067] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:34,182 - INFO - Inference time: 1.90s 2025-11-25 19:39:35,228 - INFO - 2025-11-25T19:39:35.222980 | Features: [ -1 0 0.83485] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:35,229 - INFO - Inference time: 0.75s 2025-11-25 19:39:36,289 - INFO - 2025-11-25T19:39:36.285624 | Features: [ -1 0 0.84352] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:36,290 - INFO - Inference time: 0.78s 2025-11-25 19:39:38,050 - INFO - 2025-11-25T19:39:38.046617 | Features: [ -1 0 0.82834] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:38,050 - INFO - Inference time: 1.48s 2025-11-25 19:39:39,131 - INFO - 2025-11-25T19:39:39.127644 | Features: [ -1 0 0.81931] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:39,131 - INFO - Inference time: 0.79s 2025-11-25 19:39:41,175 - INFO - 2025-11-25T19:39:41.172039 | Features: [ -1 0 0.83672] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:41,176 - INFO - Inference time: 1.76s 2025-11-25 19:39:42,978 - INFO - 2025-11-25T19:39:42.974415 | Features: [ -1 0 0.84775] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:42,979 - INFO - Inference time: 1.50s 2025-11-25 19:39:44,092 - INFO - 2025-11-25T19:39:44.088368 | Features: [ -1 0 0.83862] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:44,092 - INFO - Inference time: 0.80s 2025-11-25 19:39:45,850 - INFO - 2025-11-25T19:39:45.846498 | Features: [ -1 0 0.84293] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:45,851 - INFO - Inference time: 1.48s 2025-11-25 19:39:46,935 - INFO - 2025-11-25T19:39:46.932616 | Features: [ -1 0 0.8227] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:46,936 - INFO - Inference time: 0.79s 2025-11-25 19:39:48,002 - INFO - 2025-11-25T19:39:47.997586 | Features: [ -1 0 0.82639] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:48,003 - INFO - Inference time: 0.79s 2025-11-25 19:39:49,187 - INFO - 2025-11-25T19:39:49.183928 | Features: [ -1 0 0.78281] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:49,188 - INFO - Inference time: 0.90s 2025-11-25 19:39:50,732 - INFO - 2025-11-25T19:39:50.728718 | Features: [ -1 0 0.81743] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:50,733 - INFO - Inference time: 1.26s 2025-11-25 19:39:52,659 - INFO - 2025-11-25T19:39:52.655593 | Features: [ -1 0 0.8332] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:52,660 - INFO - Inference time: 1.64s 2025-11-25 19:39:53,819 - INFO - 2025-11-25T19:39:53.815824 | Features: [ -1 0 0.81243] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:53,820 - INFO - Inference time: 1.06s 2025-11-25 19:39:54,466 - INFO - 2025-11-25T19:39:54.462000 | Features: [ -1 0 0.80201] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': True, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False} 2025-11-25 19:39:54,466 - INFO - Inference time: 0.54s