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Hits 1 – 20 of 28
1
Face Biometric Spoof Detection Method Using a Remote Photoplethysmography Signal
Seung-Hyun Kim; Su-Min Jeon; Eui Chul Lee
In: Sensors; Volume 22; Issue 8; Pages: 3070 (2022)
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2
Automatic Classification Framework of Tongue Feature Based on Convolutional Neural Networks
Jiawei Li; Zhidong Zhang; Xiaolong Zhu; Yunlong Zhao; Yuhang Ma; Junbin Zang; Bo Li; Xiyuan Cao; Chenyang Xue
In: Micromachines; Volume 13; Issue 4; Pages: 501 (2022)
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3
Bangla Sign Language (BdSL) Alphabets and Numerals Classification Using a Deep Learning Model
Kanchon Kanti Podder; Muhammad E. H. Chowdhury; Anas M. Tahir; Zaid Bin Mahbub; Amith Khandakar; Md Shafayet Hossain; Muhammad Abdul Kadir
In: Sensors; Volume 22; Issue 2; Pages: 574 (2022)
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4
TASE: Task-Aware Speech Enhancement for Wake-Up Word Detection in Voice Assistants
Guillermo Cámbara; Fernando López; David Bonet; Pablo Gómez; Carlos Segura; Mireia Farrús; Jordi Luque
In: Applied Sciences; Volume 12; Issue 4; Pages: 1974 (2022)
Abstract:
Wake-up word spotting in noisy environments is a critical task for an excellent user experience with voice assistants. Unwanted activation of the device is often due to the presence of noises coming from background conversations, TVs, or other domestic appliances. In this work, we propose the use of a speech enhancement convolutional autoencoder, coupled with on-device keyword spotting, aimed at improving the trigger word detection in noisy environments. The end-to-end system learns by optimizing a linear combination of losses: a reconstruction-based loss, both at the log-mel spectrogram and at the waveform level, as well as a specific task loss that accounts for the cross-entropy error reported along the keyword spotting detection. We experiment with several neural network classifiers and report that deeply coupling the speech enhancement together with a wake-up word detector, e.g., by jointly training them, significantly improves the performance in the noisiest conditions. Additionally, we introduce a new publicly available speech database recorded for the Telefónica’s voice assistant, Aura. The OK Aura Wake-up Word Dataset incorporates rich metadata, such as speaker demographics or room conditions, and comprises hard negative examples that were studiously selected to present different levels of phonetic similarity with respect to the trigger words “OK Aura”.
Keyword:
convolutional neural network
;
deep learning
;
keyword spotting
;
speech enhancement
;
wake-up word
URL:
https://doi.org/10.3390/app12041974
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5
Comparing Encoder-Decoder Architectures for Neural Machine Translation: A Challenge Set Approach ...
Doan, Coraline
. - : Université d'Ottawa / University of Ottawa, 2021
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6
Keyword Detection Based on RetinaNet and Transfer Learning for Personal Information Protection in Document Images
Guo-Shiang Lin
;
Jia-Cheng Tu
;
Jen-Yung Lin
In: Applied Sciences ; Volume 11 ; Issue 20 (2021)
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7
Artificial Intelligence in Capsule Endoscopy: A Practical Guide to Its Past and Future Challenges
Sang Hoon Kim
;
Yun Jeong Lim
In: Diagnostics ; Volume 11 ; Issue 9 (2021)
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8
A New Deep Learning-Based Methodology for Video Deepfake Detection Using XGBoost
Aya Ismail
;
Marwa Elpeltagy
;
Mervat S. Zaki
...
In: Sensors ; Volume 21 ; Issue 16 (2021)
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9
Deep Learning Based Air-Writing Recognition with the Choice of Proper Interpolation Technique
Fuad Al Abir; Md. Al Siam; Abu Sayeed; Md. Al Mehedi Hasan; Jungpil Shin
In: Sensors; Volume 21; Issue 24; Pages: 8407 (2021)
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10
Cardiovascular Disease Recognition Based on Heartbeat Segmentation and Selection Process
Mehrez Boulares
;
Reem Alotaibi
;
Amal AlMansour
...
In: International Journal of Environmental Research and Public Health ; Volume 18 ; Issue 20 (2021)
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11
Robust 3D Face Reconstruction Using One/Two Facial Images
Ola Lium
;
Yong Bin Kwon
;
Antonios Danelakis
...
In: Journal of Imaging ; Volume 7 ; Issue 9 (2021)
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12
Dynamic gesture classification of American Sign Language using deep learning
Vaghasiya, Devina
. - : Laurentian University of Sudbury, 2021
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13
Comparing Encoder-Decoder Architectures for Neural Machine Translation: A Challenge Set Approach
Doan, Coraline
. - : Université d'Ottawa / University of Ottawa, 2021
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14
СПОСОБ ПОЛУЧЕНИЯ ИНФОРМАЦИИ ОБ ОБЪЕКТЕ НА ОСНОВЕ АНАЛИЗА ЕГО ИЗОБРАЖЕНИЙ ... : THE CHOICE OF THE METHOD OF OBTAINING INFORMATION ABOUT THE OBJECT BASED ON THE ANALYSIS OF ITS IMAGES ...
Локтев, Даниил Алексеевич
;
Локтев, Алексей Алексеевич
. - : Институт проблем управления им. В. А. Трапезникова РАН, 2020
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15
A Deep Neural Network-Based Model for Named Entity Recognition for Hindi Language
Sharma, Richa
;
Agarwal, Basant
;
Khan, Mohammad S.
...
In: ETSU Faculty Works (2020)
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16
Automatic Language Identification Using Speech Rhythm Features for Multi-Lingual Speech Recognition
Hwamin Kim
;
Jeong-Sik Park
In: Applied Sciences ; Volume 10 ; Issue 7 (2020)
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17
An Improved Approach for Text Sentiment Classification Based on a Deep Neural Network via a Sentiment Attention Mechanism
Li
;
Liu
;
Zhang
In: Future Internet ; Volume 11 ; Issue 4 (2019)
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18
Tooth-Marked Tongue Recognition Using Gradient-Weighted Class Activation Maps
Yue Sun
;
Songmin Dai
;
Jide Li
...
In: Future Internet ; Volume 11 ; Issue 2 (2019)
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19
An Optimized Abstractive Text Summarization Model Using Peephole Convolutional LSTM
Rahman
;
Siddiqui
In: Symmetry ; Volume 11 ; Issue 10 (2019)
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20
Identification Technology of Grid Monitoring Alarm Event Based on Natural Language Processing and Deep Learning in China
Bai
;
Sun
;
Zang
...
In: Energies ; Volume 12 ; Issue 17 (2019)
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