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Spatio-Temporal Encoder-Decoder Fully Convolutional Network for Video-Based Dimensional Emotion Recognition

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (3)

Video-based dimensional emotion recognition aims to map human affect into the dimensional emotion space based on visual signals, which is a fundamenta......

A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (2)

In this paper, we propose a novel neural network model, called bi-hemisphere domain adversarial neural network (BiDANN) model, for electroencephalogra......

Multi-Feature Based Network Revealing the Structural Abnormalities in Autism Spectrum Disorder

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (3)

Autism spectrum disorder (ASD) is accompanied with impaired social-emotional functioning, such as emotional regulation and recognition, communication,......

Facial Expression Recognition with Identity and Emotion Joint Learning

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (2)

Different subjects may express a specific expression in different ways due to inter-subject variabilities. In this work, besides training deep-learned......

Neural Attentive Network for Cross-Domain Aspect-Level Sentiment Classification

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (3)

This work takes the lead to study the aspect-level sentiment classification in the domain adaptation scenario. Given a document of any domains, the mo......

Inter-Brain EEG Feature Extraction and Analysis for Continuous Implicit Emotion Tagging During Video Watching

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (1)

How to efficiently tag the emotional experience of multimedia contents is an important and challenging problem in the field of affective computing. Th......

Sparse MDMO: Learning a Discriminative Feature for Micro-Expression Recognition

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (1)

Micro-expressions are the rapid movements of facial muscles that can be used to reveal concealed emotions. Recognizing them from video clips has a wid......

Integrating Deep and Shallow Models for Multi-Modal Depression Analysis-Hybrid Architectures

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (1)

At present, although great progress has been made in automatic depression assessment, most of the recent works only concern the audio and video parali......

YY Bio-Inspired Deep Attribute Learning Towards Facial Aesthetic Prediction

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2021; 12 (1)

Computational prediction of facial aesthetics has attracted ever-increasing research focus, which has wide range of prospects in multimedia applicatio......

Co-Clustering to Reveal Salient Facial Features for Expression Recognition

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2020; 11 (2)

Facial expressions are a strong visual intimation of gestural behaviors. The intelligent ability to learn these non-verbal cues of the humans is the k......

Visually Interpretable Representation Learning for Depression Recognition from Facial Images

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2020; 11 (3)

Recent evidence in mental health assessment have demonstrated that facial appearance could be highly indicative of depressive disorder. While previous......

EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2020; 11 (3)

In this paper, a multichannel EEG emotion recognition method based on a novel dynamical graph convolutional neural networks (DGCNN) is proposed. The b......

Pipelined Neural Networks for Phrase-Level Sentiment Intensity Prediction

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2020; 11 (3)

Linguistic modifiers such as negators (e.g., not), intensifiers (e.g., very) and modals (e.g., would) are commonly used in expressing opinions. These ......

A Case-Based Reasoning Model for Depression Based on Three-Electrode EEG Data

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2020; 11 (3)

Depression, threatening the well-being of millions, has become one of the major diseases in the past decade. However, the current method of diagnosing......

Feature Selection Based Transfer Subspace Learning for Speech Emotion Recognition

期刊: IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2020; 11 (3)

Cross-corpus speech emotion recognition has recently received considerable attention due to the widespread existence of various emotional speech. It t......

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