Department of Artificial Intelligence

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#	Title	Journal	Year	Citations
1	Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks	IEEE Transactions on Neural Networks and Learning Systems	2020	204
2	Brain-Controlled Robotic Arm System Based on Multi-Directional CNN-BiLSTM Network Using EEG Signals	IEEE Transactions on Neural Systems and Rehabilitation Engineering	2020	177
3	Abnormal lung quantification in chest CT images of COVID‐19 patients with deep learning and its application to severity prediction	Medical Physics	2021	154
4	Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network	Neural Networks	2021	150
5	Possible Effect of Binaural Beat Combined With Autonomous Sensory Meridian Response for Inducing Sleep	Frontiers in Human Neuroscience	2019	50
6	3FabRec: Fast Few-Shot Face Alignment by Reconstruction		2020	47
7	Classification of pilots’ mental states using a multimodal deep learning network	Biocybernetics and Biomedical Engineering	2020	41
8	A Framework for Schizophrenia EEG Signal Classification With Nature Inspired Optimization Algorithms	IEEE Access	2020	40
9	Uncertainty-Aware Mesh Decoder for High Fidelity 3D Face Reconstruction		2020	39
10	Few-Shot Learning With Geometric Constraints	IEEE Transactions on Neural Networks and Learning Systems	2020	36
11	Predicting Motor Imagery Performance From Resting-State EEG Using Dynamic Causal Modeling	Frontiers in Human Neuroscience	2020	36
12	Leaf-inspired homeostatic cellulose biosensors	Science Advances	2021	29
13	Quantifying arousal and awareness in altered states of consciousness using interpretable deep learning	Nature Communications	2022	29
14	Frontal EEG Asymmetry of Emotion for the Same Auditory Stimulus	IEEE Access	2020	27
15	VIGNet: A Deep Convolutional Neural Network for EEG-based Driver Vigilance Estimation		2020	27
16	Forecasting Foreign Exchange Volatility Using Deep Learning Autoencoder-LSTM Techniques	Complexity	2021	25
17	NeuroGrasp: Real-Time EEG Classification of High-Level Motor Imagery Tasks Using a Dual-Stage Deep Learning Framework	IEEE Transactions on Cybernetics	2022	24
18	Self-augmentation: Generalizing deep networks to unseen classes for few-shot learning	Neural Networks	2021	23
19	Complete Face Recovery GAN: Unsupervised Joint Face Rotation and De-Occlusion from a Single-View Image		2022	23
20	Attentional feature pyramid network for small object detection	Neural Networks	2022	23
21	Mutual Information-Driven Subject-Invariant and Class-Relevant Deep Representation Learning in BCI	IEEE Transactions on Neural Networks and Learning Systems	2023	22
22	Motor Imagery Classification Using Inter-Task Transfer Learning via a Channel-Wise Variational Autoencoder-Based Convolutional Neural Network	IEEE Transactions on Neural Systems and Rehabilitation Engineering	2022	22
23	WeDea: A New EEG-Based Framework for Emotion Recognition	IEEE Journal of Biomedical and Health Informatics	2022	21
24	Towards robust explanations for deep neural networks	Pattern Recognition	2022	20
25	Transformation Based Tri-Level Feature Selection Approach Using Wavelets and Swarm Computing for Prostate Cancer Classification	IEEE Access	2020	19
26	A Survey on Deep Learning-Based Short/Zero-Calibration Approaches for EEG-Based Brain–Computer Interfaces	Frontiers in Human Neuroscience	2021	19
27	Medical Text Classification Using Hybrid Deep Learning Models with Multihead Attention	Computational Intelligence and Neuroscience	2021	19
28	Towards Brain-Computer Interfaces for Drone Swarm Control		2020	18
29	An Integrated Approach for Ovarian Cancer Classification With the Application of Stochastic Optimization	IEEE Access	2020	17
30	Decoding Imagined Speech Based on Deep Metric Learning for Intuitive BCI Communication	IEEE Transactions on Neural Systems and Rehabilitation Engineering	2021	17
31	SessionNet: Feature Similarity-Based Weighted Ensemble Learning for Motor Imagery Classification	IEEE Access	2020	15
32	A novel online action detection framework from untrimmed video streams	Pattern Recognition	2020	15
33	Ocular Axial Length Prediction Based on Visual Interpretation of Retinal Fundus Images via Deep Neural Network	IEEE Journal of Selected Topics in Quantum Electronics	2021	15
34	Visual question answering based on local-scene-aware referring expression generation	Neural Networks	2021	14
35	Human interaction recognition framework based on interacting body part attention	Pattern Recognition	2022	12
36	AsEmo: Automatic Approach for EEG-Based Multiple Emotional State Identification	IEEE Journal of Biomedical and Health Informatics	2021	11
37	Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-Based EEG Signals	IEEE Access	2022	11
38	Sound-Guided Semantic Image Manipulation		2022	11
39	Multiscale Convolutional Transformer for EEG Classification of Mental Imagery in Different Modalities	IEEE Transactions on Neural Systems and Rehabilitation Engineering	2023	11
40	A Novel Approach to Classify Natural Grasp Actions by Estimating Muscle Activity Patterns from EEG Signals		2020	10
41	SASDL and RBATQ: Sparse Autoencoder With Swarm Based Deep Learning and Reinforcement Based Q-Learning for EEG Classification	IEEE Open Journal of Engineering in Medicine and Biology	2022	10
42	EMOQ-TTS: Emotion Intensity Quantization for Fine-Grained Controllable Emotional Text-to-Speech		2022	10
43	Association of Subcortical Structural Shapes With Tau, Amyloid, and Cortical Atrophy in Early-Onset and Late-Onset Alzheimer’s Disease	Frontiers in Aging Neuroscience	2020	9
44	Acoustic Cues Increase Situational Awareness in Accident Situations: A VR Car-Driving Study	IEEE Transactions on Intelligent Transportation Systems	2022	9
45	Improved Sparse Representation based Robust Hybrid Feature Extraction Models with Transfer and Deep Learning for EEG Classification	Expert Systems With Applications	2022	9
46	High-Order Laplacian Regularized Low-Rank Representation for Multimodal Dementia Diagnosis	Frontiers in Neuroscience	2021	8
47	Brain Function Network: Higher Order vs. More Discrimination	Frontiers in Neuroscience	2021	8
48	Enriched Representation Learning in Resting-State fMRI for Early MCI Diagnosis	Lecture Notes in Computer Science	2020	8
49	Multi-View Integrative Attention-Based Deep Representation Learning for Irregular Clinical Time-Series Data	IEEE Journal of Biomedical and Health Informatics	2022	8
50	Decoding of Grasp Motions from EEG Signals Based on a Novel Data Augmentation Strategy		2020	7

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