魏群樹

Design and Real-Time Performance Benchmarking of a Low-Latency Closed-Loop VR-BCI System with Stage-Aware Online Adaptation

數據科學與工程研究所

腦機介面、動作想像、腦電波、虛擬實境、線上自適應、深度學習、即時系統、EEG 解碼、brain-computer interface、motor imagery、electroencephalography、virtual reality、online adaptation、deep learning、real-time systems、EEG decoding

A Systematic Evaluation of Multi-Domain Faithfulness in Saliency Methods for EEG-Based Dementia-Related Classification

資訊科學與工程研究所

腦電圖（EEG）、失智症、可解釋人工智慧、顯著圖方法、忠實度評估、特 徵遮罩、深度學習、electroencephalography (EEG)、dementia、explainable artificial intelligence、saliency methods、faithfulness evaluation、feature masking、deep learning

SIMON: Saliency-aware Integrative Multi-view Object-centric Neural Decoding

數據科學與工程研究所

腦電圖至影像檢索、視覺神經解碼、零樣本學習、EEG-to-image retrieval、visual neural decoding、zero-shot learning

Data-Efficient Calibration for Brain-Computer Interfaces: Benchmarking Model Agility via Few-Shot Fine-Tuning

智慧醫電工程研究所

腦機介面、跨局非平穩性、少樣本學習、適應敏捷度、參數高效微調、Brain-Computer Interfaces、Cross-session Non-stationarity、Few-shot Learning、Adaptation Agility、Parameter-Efficient Fine-Tuning

A Comprehensive Benchmark Evaluation Framework for Deep Learning-Based EEG Denoising and Its Impact on BCI Decoding Performance

數據科學與工程研究所

腦電圖、腦機介面、去雜訊、模型評估、Electroencephalography (EEG)、Brain–Computer Interface (BCI)、Denoising、Model Evaluation

Integrating Large Language Models into XBrainLab for Automated EEG Analysis and Workflow Control

數據科學與工程研究所

大型語言模型、UI自動化、LLM、UI automation

Design and Experimental Validation of a Phase Triggered Closed-loop Intermittent Theta Burst Stimulation System

智慧醫電工程研究所

腦電圖、經顱磁刺激、閉迴路神經調控、EEG、transcraniel magnetic stimulation、closed-loop neuromodulation

Enhancing EEG-Based Schizophrenia Diagnosis with Explainable Multi-Branch Deep Learning

數據科學與工程研究所

腦電圖、深度學習、可解釋人工智慧、多分支模型、思覺失調、electroencephalography (EEG)、deep learning (DL)、explainable artificial intelli- gence (XAI)、multi-branch model、schizophrenia

Real-Time Deep-Learning Framework for EEG-Based Visual and Auditory Imagery Monitoring

數據科學與工程研究所

靜息態、心智游移、心理意象、腦電圖、深度學習、resting state、mind wandering、mental imagery、electroencephalography (EEG)、deep learning

Training Paradigm Design for Applications of Real-Time Motor-Imagery Brain-Computer Interfaces

電機資訊國際碩士學位學程

腦電圖、運動意象、即時應用、訓練範式、EEG、Motor Imagery、Real-time Application、Training Paradigm

A Unified Brain Signal Decoder Based on a Multi-Branch Architecture

資訊科學與工程研究所

通用腦信號解碼、多分支神經網絡、腦電圖（EEG）、腦磁圖（MEG）、腦皮質電圖（ECoG）、功能性近紅外光譜（fNIRS）、General brain signal decoding、Multi-branch neural network、Electroencephalography (EEG)、Magnetoencephalography (MEG)、Electrocorticography (ECoG)、Functional near-infrared spectroscopy (fNIRS)

AIM: Adversarial Information Masking for Evaluating EEG-DL Interpretations

多媒體工程研究所

可解釋人工智慧、後設模型解釋、腦電圖、特徵歸因解釋方法、顯著圖、分佈內資料插補方法、Explainable AI、Post-hoc explanation、EEG、Feature attribution method、Saliency map、in-distribution imputation

Lightweight Health Consultation System Powered by Large Language Model and Retrieval-Augmented Generation : Design and Validation

資訊學院碩士在職專班

大語言模型 (Large Language Model、LLM)、Embedding 模型、量化 LLM (Quantized Large Language Model、Quantized LLM)、檢索增強生成 (Retrieval-Augmented Generation、RAG)、衛教資訊問答、語音辨識 (Automatic Speech Recognition、ASR)、Large Language Model(LLM)、Embedding Model、Quantized Large Lan- guage Model(Quantized LLM)、Retrieval-Augmented Generation(RAG)、Health Educa- tion Information Question and Answer、Speech Recognition(Automatic Speech Recogni- tion、ASR).

Brain-Inspired Forecast Padding Improves Accuracy and Robustness of Closed-Loop Neuromodulation

電機工程學系・共同指導：陳信宏

腦電圖相位預測、閉環神經調控、經顱磁刺激、預測編碼、生物標記追蹤、EEG phase prediction、closed-loop neuromodulation、transcranial magnetic stimulation、predictive coding、biomarker tracking

CLEEGN: A Convolutional Neural Network for Plug-and-Play Automatic EEG Reconstruction

多媒體工程研究所

腦電圖、腦機介面、即時系統、腦電圖雜訊抑制、EEG、Brain-computer interface、EEG artifact removal

SiamEEGNet: Siamese Neural Network-Based EEG Decoding for Drowsiness Detection

多媒體工程研究所

腦電圖、疲勞偵測、孿生神經網路、EEG、Drowsiness detection、Siamese neural network

SSVEP-DAN: Data Alignment Network for SSVEP-based Brain Computer Interfaces

數據科學與工程研究所

腦電圖、腦機介面、穩態視覺誘發電位、域適應、數據對齊、Electroencephalogram (EEG)、Brain-computer interface (BCI)、Steady-state visual-evoked potentials (SSVEPs)、Domain adaptation、Data alignment

Spatial ability and chemistry-Explore the relationship between spatial reasoning ability and chemical learning: from EEG data

教育研究所

腦電波、化學能力、空間能力、心像旋轉、EEG、chemical ability、spatial ability、mental rotation

MAtt: A Manifold Attention Network for EEG Decoding

數據科學與工程研究所

腦電訊號、腦機介面、黎曼幾何、深度學習、EEG、Brain-computer interface、Riemannian geometry、Deep learning

OICNet: Online Independent Component Analysis Network for EEG Source Separation

多媒體工程研究所

獨立成分分析、盲訊號分離法、腦機介面、腦電圖、神經網路、Independent Component Analysis、Blind Source Separation、Brain-Computer Interface、Electroencephalography、Neural Networks

EEG-Based Objective Measurement of Temporal Profiles of Emotion Intensity

資訊科學與工程研究所

腦波、情緒判別、情緒強度、EEG、EEG emotion、EEG emotion recognition、emotion intensity

Enhancing Low-Density EEG-Based Brain-Computer Interface with Knowledge Distillation

資訊科學與工程研究所

腦機介面、腦電訊號、知識蒸餾、遷移學習、動作想像、Brain-Computer Interface、EEG、Knowledge Distillation、Transfer Learning、Motor Imagery

Evaluation of Artifact Subspace Reconstruction and ICLabel for Automatic EEG Artifact Removal

數據科學與工程研究所

腦 電 波、雜 訊 子 空 間 重 建 法、自 動 腦 電 波 獨 立 成 分 分 類 器、卷 積 神 經 網 路、峰度、EEG、ASR、ICLabel、CNN、kurtosis

Toward Quantitative Quality Assessment for Large-­Scale EEG Data

應用數學系數學建模與科學計算碩士班・共同指導：薛名成

腦電波、訊號品質量化評估、個體間變異、個體內變異、t 分布隨機近鄰嵌入、共變異矩陣、輪廓係數、EEG、Quality assessment、Inter-­subject variability、Intra-­subject variability、t­-SNE、Covariance matrix、Silhouette coefficient