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Psychoacoustic model compensation for robust speaker verification in environmental noise

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : Psychoacoustic model compensation for robust speaker verification in environmental noise
นักวิจัย : Panda, Ashish , Srikanthan, Thambipillai
คำค้น : DRNTU::Humanities::Linguistics::Psycholinguistics.
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Panda, A., & Srikanthan, T. (2012). Psychoacoustic model compensation for robust speaker verification in environmental noise. IEEE transactions on audio, speech, and language processing, 20(3), 945-953. , http://hdl.handle.net/10220/16454 , http://dx.doi.org/10.1109/TASL.2011.2169785
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : IEEE transactions on audio, speech, and language processing
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

We investigate the problem of speaker verification in noisy conditions in this paper. Our work is motivated by the fact that environmental noise severely degrades the performance of speaker verification systems. We present a model compensation scheme based on the psychoacoustic principles that adapts the model parameters in order to reduce the training and verification mismatch. To deal with scenarios where accurate noise estimation is difficult, a modified multiconditioning scheme is proposed. The new algorithm was tested on two speech databases. The first database is the TIMIT database corrupted with white and pink noise and the noise estimation is fairly easy in this case. The second database is the MIT Mobile Device Speaker Verification Corpus (MITMDSVC) containing realistic noisy speech data which makes the noise estimation difficult. The proposed scheme achieves significant performance gain over the baseline system in both cases.

บรรณานุกรม :
Panda, Ashish , Srikanthan, Thambipillai . (2555). Psychoacoustic model compensation for robust speaker verification in environmental noise.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Panda, Ashish , Srikanthan, Thambipillai . 2555. "Psychoacoustic model compensation for robust speaker verification in environmental noise".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Panda, Ashish , Srikanthan, Thambipillai . "Psychoacoustic model compensation for robust speaker verification in environmental noise."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Panda, Ashish , Srikanthan, Thambipillai . Psychoacoustic model compensation for robust speaker verification in environmental noise. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.