Voice converting system and method using blind voice separation
A voice conversion and voice separation technology, which is applied in voice analysis, voice recognition, instruments, etc., can solve the problems of large amount of calculation in the separation process, cannot meet the real-time requirements of the voice conversion system, and high algorithm complexity, so as to optimize the learning process , optimization of separation results, and the effect of overcoming dependencies
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[0037] Combine below figure 1 The specific steps of the speech conversion synthesis method of the present invention are described in detail.
[0038] Step 1: Use subband decomposition to obtain two-channel data
[0039] The voice of the source speaker or the target speaker required by the voice conversion system is usually obtained by a microphone. The voice of the noisy speaker collected by the microphone can only constitute a single-channel signal, while independent component analysis (ICA) requires an observation signal x i (t) (ie the mixed signal of background noise and desired speech) is greater than or equal to the number of source signals (ie each independent source signal before mixing), so the collected voice signal is divided into two parts using the existing subband decomposition technology : Low frequency part and high frequency part.
[0040] The speech obtained by the low frequency part conversion is used as the first observation signal of ICA x 1 (t), in the same way...
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