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