Wavelet transforms in scipy.signal.wavelets provide a powerful mathematical tool for analyzing signals and images, offering localized analysis in time and frequency domains. With properties like multi-resolution analysis and sparse representation, they find applications in data compression, feature extraction, and signal processing across various fields.