Title :
FFT-based spectro-temporal analysis and synthesis of sounds
Author :
Hsu, Chung-Chien ; Lin, Ting-Han ; Chi, Tai-Shih
Author_Institution :
Dept. of Electr. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
The concept of the two-dimensional spectro-temporal modulation filtering of the auditory model is implemented for the FFT spectrogram. It analyzes the spectrogram in terms of the temporal dynamics and the spectral structures of the sound. The overlap and add (OTA) method, which is more convenient and reliable than the iterative-projection method proposed in, is used to invert the FFT spectrogram back to sounds. The Non-Negative Sparse Coding (NNSC) method is adopted to demonstrate the benefit of our analysis-synthesis procedures in a noise suppression application. Even without fine-tuning parameters, our proposed analysis-synthesis procedures offer benefits in de-noising especially under low SNR conditions.
Keywords :
fast Fourier transforms; iterative methods; speech processing; FFT spectrogram; FFT-based spectro-temporal analysis; NNSC method; OTA method; auditory model; iterative-projection method; nonnegative sparse coding method; two-dimensional spectro-temporal modulation filtering; Band pass filters; Modulation; Signal to noise ratio; Spectrogram; Speech; Time frequency analysis; noise suppression; spectro-temporal modulation filtering; speech analysis; speech enhancement;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947576