Guest Editorial Multimodal Modeling and Analysis Informed by Brain Imaging—Part 1

Human brains are the ultimate recipients and assessors of multimedia contents and semantics. Recent developments of neuroimaging techniques have enabled us to probe human brain activities during free viewing of multimedia contents. This special issue mainly focuses on the synergistic combinations of cognitive neuroscience, brain imaging, and multimedia analysis. It aims to capture the latest advances in the research community working on brain imaging informed multimedia analysis, as well as computational model of the brain processes driven by multimedia contents.

[1]  Nigel H. Lovell,et al.  Beyond Subjective Self-Rating: EEG Signal Classification of Cognitive Workload , 2015, IEEE Transactions on Autonomous Mental Development.

[2]  Seong-Eun Moon,et al.  Perceptual Experience Analysis for Tone-mapped HDR Videos Based on EEG and Peripheral Physiological Signals , 2015, IEEE Transactions on Autonomous Mental Development.

[3]  Bao-Liang Lu,et al.  Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks , 2015, IEEE Transactions on Autonomous Mental Development.

[4]  Vince D. Calhoun,et al.  Discriminating Bipolar Disorder From Major Depression Based on SVM-FoBa: Efficient Feature Selection With Multimodal Brain Imaging Data , 2015, IEEE Transactions on Autonomous Mental Development.

[5]  Juyang Weng,et al.  Types, Locations, and Scales from Cluttered Natural Video and Actions , 2015, IEEE Transactions on Autonomous Mental Development.

[6]  Gunnar Blohm,et al.  EEG-Based Perceived Tactile Location Prediction , 2015, IEEE Transactions on Autonomous Mental Development.

[7]  F. Meinecke,et al.  Analysis of Multimodal Neuroimaging Data , 2011, IEEE Reviews in Biomedical Engineering.

[8]  Rui Zhang,et al.  An Adaptive Motion-Onset VEP-Based Brain-Computer Interface , 2015, IEEE Transactions on Autonomous Mental Development.

[9]  Xuelong Li,et al.  A Robust Gradient-Based Algorithm to Correct Bias Fields of Brain MR Images , 2015, IEEE Transactions on Autonomous Mental Development.

[10]  Shlomo Bentin,et al.  Age-related changes in processing faces from detection to identification: ERP evidence , 2012, Neurobiology of Aging.

[11]  Dezhong Yao,et al.  Local Multimodal Serial Analysis for Fusing EEG-fMRI: A New Method to Study Familial Cortical Myoclonic Tremor and Epilepsy , 2015, IEEE Transactions on Autonomous Mental Development.

[12]  Martin Eimer,et al.  An event-related brain potential study of explicit face recognition , 2011, Neuropsychologia.

[13]  Qiang Ji,et al.  Emotion Recognition with the Help of Privileged Information , 2015, IEEE Transactions on Autonomous Mental Development.

[14]  Yan Liu,et al.  What Strikes the Strings of Your Heart?-Multi-Label Dimensionality Reduction for Music Emotion Analysis via Brain Imaging , 2015, IEEE Trans. Auton. Ment. Dev..

[15]  Feng Duan,et al.  Design of a Multimodal EEG-based Hybrid BCI System with Visual Servo Module , 2015, IEEE Transactions on Autonomous Mental Development.

[16]  Yilun Wang,et al.  Bare Advanced Demo of IEEEtran.cls for Computer Society Journals , 2015 .

[17]  Lei Jiang,et al.  An Iterative Approach for EEG-Based Rapid Face Search: A Refined Retrieval by Brain Computer Interfaces , 2015, IEEE Transactions on Autonomous Mental Development.

[18]  Magda Tsolaki,et al.  Age Effect in Human Brain Responses to Emotion Arousing Images: The EEG 3D-Vector Field Tomography Modeling Approach , 2015, IEEE Transactions on Autonomous Mental Development.

[19]  Yunzhi Wang,et al.  Predicting Purchase Decisions Based on Spatio-Temporal Functional MRI Features Using Machine Learning , 2015, IEEE Transactions on Autonomous Mental Development.

[20]  Yi-Hsuan Yang,et al.  Machine Recognition of Music Emotion: A Review , 2012, TIST.

[21]  Guillaume A. Rousselet,et al.  Early ERPs to faces: aging, luminance, and individual differences , 2013, Front. Psychol..

[22]  Xintao Hu,et al.  Decoding Semantics Categorization during Natural Viewing of Video Streams , 2015, IEEE Transactions on Autonomous Mental Development.