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87 lines
3.2 KiB
Python
87 lines
3.2 KiB
Python
import cv2
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import numpy as np
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import csv
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import sys
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import time
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from pathlib import Path
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import argparse
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sys.path.append(str(Path(__file__).parent.parent))
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from skeleton.mediapipe_detector import MediaPipeDetector
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from ml_gestures.dynamic.feature_extractor import extract_sequence
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def main():
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parser = argparse.ArgumentParser()
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parser.add_argument('--label', required=True, help='Название жеста (например, wave_left)')
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parser.add_argument('--output', default='dynamic_data.csv', help='CSV файл для сохранения')
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parser.add_argument('--camera', type=int, default=0)
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parser.add_argument('--duration', type=float, default=3.0, help='Длительность записи (сек)')
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args = parser.parse_args()
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detector = MediaPipeDetector()
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cap = cv2.VideoCapture(args.camera)
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if not cap.isOpened():
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print("Камера не найдена")
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sys.exit(1)
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# Определяем следующий ID последовательности
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try:
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import pandas as pd
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df = pd.read_csv(args.output)
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next_id = df['sequence_id'].max() + 1 if not df.empty else 0
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except:
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next_id = 0
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print(f"Запись жеста: {args.label}. Нажмите SPACE для начала, q для выхода.")
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recording = False
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start_time = 0
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sequence = []
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while True:
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ret, frame = cap.read()
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if not ret:
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break
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frame = cv2.flip(frame, 1) # зеркало для удобства
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result = detector.detect(frame)
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if result['success']:
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landmarks = result['landmarks']
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vis = detector.draw_landmarks(frame, result['pose_landmarks'])
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if recording:
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sequence.append(landmarks)
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elapsed = time.time() - start_time
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if elapsed >= args.duration:
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recording = False
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# Сохраняем последовательность
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seq_features = extract_sequence(sequence)
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with open(args.output, 'a', newline='') as f:
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writer = csv.writer(f)
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for i, feat in enumerate(seq_features):
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writer.writerow([args.label, next_id, i] + feat.tolist())
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print(f"Сохранено {len(sequence)} кадров для жеста {args.label}, ID={next_id}")
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sequence = []
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next_id += 1
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else:
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vis = frame
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if recording:
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cv2.putText(vis, f"RECORDING... {elapsed:.1f}/{args.duration}", (10, 30),
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cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0,0,255), 2)
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else:
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cv2.putText(vis, f"Press SPACE to record '{args.label}'", (10, 30),
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cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0,255,0), 2)
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cv2.imshow('Record dynamic gesture', vis)
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key = cv2.waitKey(1) & 0xFF
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if key == ord('q'):
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break
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if key == ord(' ') and not recording:
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recording = True
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start_time = time.time()
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sequence = []
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cap.release()
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cv2.destroyAllWindows()
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if __name__ == '__main__':
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main()
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