Speech Separation by Humans and Machines by Pierre Divenyi

By Pierre Divenyi

The "cocktail-party impression" - the facility to target one voice in a sea of noises - is a hugely refined ability that's often easy to listeners yet principally most unlikely for machines. Investigating and unravelling this means spans various fields together with psychology, body structure, engineering, and machine technology. most of these views are introduced jointly during this quantity which, for the 1st time, offers a entire and authoritative dialogue of our figuring out of ways people separate speech, and the state-of-the-art in impending those talents with machines. This fabric is drawn from an October 2003 workshop, backed by means of the nationwide technological know-how beginning, on speech separation. top experts from around the globe have been invited to provide their views and talk about the issues of touch to different views. the result's a transparent and uniform evaluation of this challenge, and a primer in what's rising as an enormous, energetic and winning zone for the improvement of recent recommendations and functions. Chapters contain old and present summaries of proper examine in behavioral technology, neuroscience and engineering, in addition to extra in-depth descriptions of a number of of the main fascinating present learn initiatives and methods, together with the most recent experimental effects illuminating how listeners arrange the combos of sound they listen, and the main strong and winning sign processing and computer studying ideas for the separation of real-world recordings of sound combos via a number of microphones. there is not any similar assortment that seeks to assemble the underlying experimental technological know-how and the big variety of technical ways to provide an built-in photo of the matter and suggestions to speech separation. these focusing on speech technological know-how, listening to technological know-how, neuroscience, or laptop technological know-how and engineers engaged on purposes equivalent to automated speech popularity, cochlear implants, hands-free phones, sound recording, multimedia indexing and retrieval will locate Speech Separation by means of people and Machines an invaluable and encouraging learn.

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789:130– 38. G. , 1999, An investigation of the auditory streaming effect using event–related brain potentials, Psychophysiology. 36:22–34. , 2003, Representation of the standard: stimulus context effects on the process generating the mismatch negativity component of event–related brain potentials, Psychophysiology. 40: 465–471. , Attention effects on unattended sound processes in multi-source auditory environments. Manuscript submitted for publication-b. , 2001b, Dynamic process of sensory updating in the auditory system, Cogn Brain Res.

Brain Res. 897:222–227. ca 1 INTRODUCTION Sounds are created by a wide range of acoustic sources, such as several people talking during a cocktail party. The typical source generates complex acoustic energy that has many frequency components. In a quiet environment, it is usually easy to understand what a person is saying. In many listening situations however, different acoustic sources are active at the same time, and only the sum of those spectra will reach the listener’s ears. Therefore, for individual sound patterns to be recognized – such as those arriving from a particular human voice among a mixture of many – the incoming auditory information must be partitioned, and the correct subset of elements must be allocated to individual sounds so that a veridical description may be formed for each.

2003, Sound recognition and localization in man: specialized cortical networks and effects of acute circumscribed lesions. Exp Brain Res, 153(4), 591–604. Alain, C. , 2000, Selectively attending to auditory objects. Front Biosci, 5, D202–212. , 2001, “What” and “where” in the human auditory system. Proc Natl Acad Sci USA, 98(21), 12301–12306. , 2001, Bottom–up and top–down influences on auditory scene analysis: evidence from event–related brain potentials. J Exp Psychol Hum Percept Perform, 27(5), 1072–1089.

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