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The integration of YOLOv3, a real-time image recognition model, by Lin et al. (2019) highlighted the effective use of deep learning for image recognition and notification. Yang et al. (2023) utilized spectrogram-based feature extraction with pre-trained neural networks, k-fold cross-validation, and an ensemble model involving AlexNet, ReliefF, and an SVM classifier to enhance speech recognition…