Title :
Fusion of live audio recordings for blind noise reduction
Author :
Ballew, Aaron ; Kuzmanovic, Aleksandar ; Lee, Chung Chieh
Abstract :
The prevalence of digital cameras and video-capable mobile phones enables the common practice of audiences capturing recordings of live music performances. It is now increasingly common to find some of these personal recordings online, uploaded to popular video hosting websites. Recognizing the desire of music fans to obtain a recording of good audio quality, we offer a time-domain fusion technique for combining these samples to achieve higher signal-to-noise ratio (SNR) than the single best original sample. When no composite output can improve SNR, the best original sample recording is returned. The scenario is modeled as a single blind source with multiple diverse receivers. As every live performance is unique, we assume no prior knowledge of a reference signal, and no knowledge of the original recordings´ SNRs. Using statistical characteristics among the samples, we infer relative SNR, rank samples by quality, and determine whether a composite delivers improvement. The technique can be applied in a variety of contexts where multiple receivers have opportunity to capture audio, speech, or other signals.
Keywords :
audio recording; blind source separation; cameras; mobile handsets; music; audio quality; blind noise reduction; digital cameras; live audio recordings; live music performances; multiple diverse receivers; personal recordings online; reference signal; signal-to-noise ratio; single blind source; statistical characteristics; time-domain fusion; video hosting websites; video-capable mobile phones; Context; Correlation; Noise reduction; Receivers; Signal to noise ratio; Synchronization; Audio; acoustic noise; blind signal; estimation;
Conference_Titel :
Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4577-0267-9