AIMC Topic: Speech

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The Emotion Probe: On the Universality of Cross-Linguistic and Cross-Gender Speech Emotion Recognition via Machine Learning.

Sensors (Basel, Switzerland) Mar 23, 2022
Machine Learning (ML) algorithms within a human-computer framework are the leading force in speech emotion recognition (SER). However, few studies explore cross-corpora aspects of SER; this work aims to explore the feasibility and characteristics of ...
Female Male Humans Machine Learning Bayes Theorem Linguistics Speech Emotions
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Two-Way Feature Extraction for Speech Emotion Recognition Using Deep Learning.

Sensors (Basel, Switzerland) Mar 19, 2022
Recognizing human emotions by machines is a complex task. Deep learning models attempt to automate this process by rendering machines to exhibit learning capabilities. However, identifying human emotions from speech with good performance is still cha...
Speech Emotions Humans Neural Networks, Computer Algorithms Deep Learning
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Decoding lip language using triboelectric sensors with deep learning.

Nature communications Mar 17, 2022
Lip language is an effective method of voice-off communication in daily life for people with vocal cord lesions and laryngeal and lingual injuries without occupying the hands. Collection and interpretation of lip language is challenging. Here, we pro...
Humans Language Voice Lip Deep Learning Speech
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Improving Alzheimer's Disease Detection for Speech Based on Feature Purification Network.

Frontiers in public health Mar 3, 2022
Alzheimer's disease (AD) is a neurodegenerative disease involving the decline of cognitive ability with illness progresses. At present, the diagnosis of AD mainly depends on the interviews between patients and doctors, which is slow, expensive, and s...
Language Alzheimer Disease Humans Cognitive Dysfunction Speech Neurodegenerative Diseases
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Detection of Emotion of Speech for RAVDESS Audio Using Hybrid Convolution Neural Network.

Journal of healthcare engineering Feb 27, 2022
Every human being has emotion for every item related to them. For every customer, their emotion can help the customer representative to understand their requirement. So, speech emotion recognition plays an important role in the interaction between hu...
Female Perception Male Humans Speech Neural Networks, Computer Emotions Databases, Factual
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Gender Identification in a Two-Level Hierarchical Speech Emotion Recognition System for an Italian Social Robot.

Sensors (Basel, Switzerland) Feb 22, 2022
The real challenge in Human-Robot Interaction (HRI) is to build machines capable of perceiving human emotions so that robots can interact with humans in a proper manner. Emotion varies accordingly to many factors, and gender represents one of the mos...
Social Interaction Speech Emotions Robotics Perception Humans
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Hybrid machine learning classification scheme for speaker identification.

Journal of forensic sciences Feb 9, 2022
Motivated by the requirement to prepare for the next generation of "Automatic Spokesperson Recognition" (ASR) system, this paper applied the fused spectral features with hybrid machine learning (ML) strategy to the speech communication field. This st...
Speech Support Vector Machine Machine Learning
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Deploying Machine Learning Techniques for Human Emotion Detection.

Computational intelligence and neuroscience Feb 2, 2022
Emotion recognition is one of the trending research fields. It is involved in several applications. Its most interesting applications include robotic vision and interactive robotic communication. Human emotions can be detected using both speech and v...
Bayes Theorem Humans Support Vector Machine Algorithms Machine Learning Emotions Speech
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Robot System Assistant (RoSA): Towards Intuitive Multi-Modal and Multi-Device Human-Robot Interaction.

Sensors (Basel, Switzerland) Jan 25, 2022
This paper presents an implementation of RoSA, a Robot System Assistant, for safe and intuitive human-machine interaction. The interaction modalities were chosen and previously reviewed using a Wizard of Oz study emphasizing a strong propensity for s...
Gestures Humans Robotics Software Speech
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Metaheuristics with Deep Learning-Enabled Parkinson's Disease Diagnosis and Classification Model.

Journal of healthcare engineering Jan 10, 2022
Parkinson's disease (PD) affects the movement of people, including the differences in writing skill, speech, tremor, and stiffness in muscles. It is significant to detect the PD at the initial stages so that the person can live a peaceful life for a ...
Walking Rats Parkinson Disease Algorithms Animals Deep Learning Humans Speech
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