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Hand-gesture recognition based on EMG and event-based camera sensor fusion: a benchmark in neuromorphic computing
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In: ISSN: 1662-4548 ; EISSN: 1662-453X ; Frontiers in Neuroscience ; https://hal.archives-ouvertes.fr/hal-02617084 ; Frontiers in Neuroscience, Frontiers, 2020, pp.36 ; https://www.frontiersin.org/ (2020)
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Brain-informed speech separation (BISS) for enhancement of target speaker in multitalker speech perception ...
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Brain-informed speech separation (BISS) for enhancement of target speaker in multitalker speech perception ...
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Ceolini, Enea; Hjortkjær, Jens; Wong, Daniel D. E.; O'Sullivan, James; Raghavan, Vinay S.; Herrero, Jose; Mehta, Ashesh D.; Liu, Shih-Chi; Mesgarani, Nima. - : ETH Zurich, 2020
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Abstract:
© 2020 Hearing-impaired people often struggle to follow the speech stream of an individual talker in noisy environments. Recent studies show that the brain tracks attended speech and that the attended talker can be decoded from neural data on a single-trial level. This raises the possibility of “neuro-steered” hearing devices in which the brain-decoded intention of a hearing-impaired listener is used to enhance the voice of the attended speaker from a speech separation front-end. So far, methods that use this paradigm have focused on optimizing the brain decoding and the acoustic speech separation independently. In this work, we propose a novel framework called brain-informed speech separation (BISS) in which the information about the attended speech, as decoded from the subject's brain, is directly used to perform speech separation in the front-end. We present a deep learning model that uses neural data to extract the clean audio signal that a listener is attending to from a multi-talker speech mixture. We ... : NeuroImage, 223 ...
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URL: http://hdl.handle.net/20.500.11850/439504
https://dx.doi.org/10.3929/ethz-b-000439504
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Hand-Gesture Recognition Based on EMG and Event-Based Camera Sensor Fusion: A Benchmark in Neuromorphic Computing
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In: Frontiers in Neuroscience, 14 (2020)
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Brain-informed speech separation (BISS) for enhancement of target speaker in multitalker speech perception
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In: NeuroImage, 223 (2020)
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Brain-informed speech separation (BISS) for enhancement of target speaker in multitalker speech perception
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In: Neuroimage (2020)
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Hand-Gesture Recognition Based on EMG and Event-Based Camera Sensor Fusion: A Benchmark in Neuromorphic Computing
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In: Front Neurosci (2020)
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Hand-Gesture Recognition Based on EMG and Event-Based Camera Sensor Fusion: A Benchmark in Neuromorphic Computing
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In: Ceolini, Enea; Frenkel, Charlotte; Shrestha, Sumit Bam; Taverni, Gemma; Khacef, Lyes; Payvand, Melika; Donati, Elisa (2020). Hand-Gesture Recognition Based on EMG and Event-Based Camera Sensor Fusion: A Benchmark in Neuromorphic Computing. Frontiers in Neuroscience, 14:637. (2020)
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