荊宇泰

Sequential Multi-Task MLP for Functional Outcome Prediction, Prognostic Factor Exploration, and Recovery Trajectory Analysis in Ischemic Stroke

資訊科學與工程研究所

缺血性中風、功能預後、多任務學習、缺失遮罩、恢復軌跡、SHAP、ischemic stroke、functional outcome、multi-task learning、missingness mask、recovery trajectory

Construction of Edge-Based Object Detection Systems Applied to the STM32N6 Development Platform

數據科學與工程研究所

邊緣運算、物件偵測、微控制器、神經處理器、模型量化、Edge AI、Object Detection、Microcontroller Unit (MCU)、Neural Processing Unit (NPU)、Model Quantization

Early Detection of Emergency Events in a Long-Term Care Setting via Smart Mattress Data Analytics

數據科學與工程研究所

異常檢測、智慧床墊、長期照護、機器學習、孤立森林、LightGBM、Anomaly Detection、Smart Mattress、Machine Learning、Isolation Forest、Long-Term Care

Explainable Machine Learning Models for Predicting mRS Deterioration in Ischemic Stroke Patients

數據科學與工程研究所

機器學習、缺血性中風、預測、改良式雷氏量表、XGBoost、LightGBM、SHAP、machine learning、ischemic stroke、prediction、modified Rankin scale

Predicting Time to Favorable Outcome in Ischemic Stroke Using a Cox Proportional Hazards Model

多媒體工程研究所

缺血性中風、功能性預後、Cox 比例風險模型、時間到事件預測、預後模型、Ischemic stroke、Functional outcome、Cox proportional hazards model、Time-to-event prediction、Prognostic modeling

LV-Vis: A Memory-Efficient Large Volume Visualization System Using a Multilevel Octree

資訊科學與工程研究所

記憶體優化、Out-of-Core、八元樹 LOD、多體積對齊、最大強度投影、Memory Optimization、Octree LOD、Vispy、MIP、Multi-Volume Alignment

MS-Net: Multi-Scale Network Trained with Overlap-Based Loss for CBCT Reconstruction

數據科學與工程研究所・共同指導：鄭昌杰

深度學習、稀疏角度電腦斷層重建、卷積神經網路、U型網路、錐形束電腦斷層掃描、Deep learning、sparse-view computed tomography (SVCT) reconstruction、Convolutional Neural Network (CNN)、Unet、cone beam computed tomography(CBCT)

A Novel Integrated Routing Methodology for High-Density PCB Design: Comprehensive Escape and Area Routing for Data and Address Signals

多媒體工程研究所

PCB繞線、逃脫繞線、區域繞線、長度匹配繞線、網路流模型、PCB routing、Escape routing、Area routing、Length-matching routing、Network flow model

Correction of Motion Artifact by Deep Learning Neural Network in Synchrotron Radiation Computed Tomography

數據科學與工程研究所・共同指導：鄭昌杰

同步輻射、影像修復、深度學習網路、動態偽影、影像重建、Synchrotron radiation、Deep Learning Neural Networks、Image restoration、Motion artifacts、Image Reconstruction

The Pilot Study for Quick Screening of Physio-Cognitive Decline Syndrome Diagnosis Using Virtual Reality and Time Series Data Feature Selection

資訊科學與工程研究所

身智衰退症、虛擬實境、健康老化、時序資料、特徵選取、特徵重要性、隨機森林、ROC 曲線、physio-cognitive decline syndrome、healthy aging、virtual reality、time series data、feature selection、feature importance、random forest、ROC curve

Discussion on the relationship between the older adults' vocal signals and Physio-Cognitive Decline

數據科學與工程研究所

身智衰退症、預防老化、短期記憶檢測、語音訊號分析、梅爾頻率倒譜係數、Physio-Cognitive Decline Syndrome、aging prevention、short-term memory detection、speech signal analysis、Mel-Frequency Cepstral Coefficients

Towards Physio-Cognitive Decline Syndrome Diagnosis Using 3D-CNN Skeleton Analysis

資訊學院碩士在職專班

身智衰退症、認知衰弱、虛擬實境、物件偵測、骨架偵測、卷積神經網路、Physio-Cognitive Decline Syndrome、cognitive impairment、object detection、skeleton detection、convolutional neural network、virtual reality

Super-resolution on 3D X-ray light sheet reconstruction by 3D convolutional network model

資訊科學與工程研究所

三維重建、顯微成像模擬、超分辨率、three dimensional reconstruction、microscopy imaging simulation、super-resolution

Toward Physio-Cognitive Decline Syndrome Diagnosis Using Virtual Reality

資訊科學與工程研究所

身智衰退症、認知衰弱、健康老化、Unity3D、虛擬實境、physio-cognitive decline syndrome、cognitive frailty、healthy aging、virtual reality

Reconstruct a Hippocampus from Synchrotron X-Ray Microscopy Images — Skeleton Extraction Based on Spatial Filters and Graph Algorithms

數據科學與工程研究所

骨架提取、距離變換、拉普拉斯算子、併查集、最大生成樹、Skeleton Extraction、Distance Transform、Laplacian Operator、Union-Find Algorithm、Maximum Spanning Tree

Long-term Fitness Activity Recognition and Evaluation Application

電機資訊國際學程

健身評估、運動感測器、健身資料集、動作辨識、健身指導、fitness evaluation、motion sensing input device、fitness dataset、activity recognition、fitness coaching

Reconstruction of a Hippocampus from Synchrotron X-Ray Microscopy Images - Using Point Pair Feature Based Point Cloud Registration Method in 3D Images Stitching

數據科學與工程研究所

三維立體拼接、點雲配準、斷層掃描影像、神經元重建、巨量資料、3D volume stitching、point cloud registration、tomography、neuron reconstruction、big data

ECG Arrhythmia Heartbeat Classification using Stacked Hourglass Networks with Global Interval Network Attention

資訊科學與工程研究所

深度學習、沙漏網路模型、自注意力機制、心電圖、心律不整、Deep learning、Stacked Hourglass Networks、Self-attention mechanism、ECG、Arrhythmia

Segmentation in phonocardiogram records based on deep learning method and automatic feature extraction

數據科學與工程研究所

深度學習、訊號處理、心音圖、穿戴式裝置、deep learning、signal processing、phonocardiogram、wearable devices

ECG Signal PQRST Segmentation using 1D object Detection method with ResNet backbone and SE-Block enhancement

數據科學與工程研究所

機器學習、深度學習、類神經網路、殘差網路、物件偵測、注意力機制、心電圖分割、Machine Learning、Deep Learning、Neural network、ResNet、Object Detection、Attention Mechanism、ECG Segmentation

sinogram synthesis for tomography reconstruction using few projections

資訊科學與工程研究所・共同指導：鄭昌杰

同步加速X光、少量投影角度、正弦圖合成、類神經網路、深度學習、synchrotron X-ray、few projections tomography、sinogram synthesis、convolutional neural network、deep learning

A study on undetectable steganography methods for palette-based images

資訊科學與工程研究所・共同指導：陳玲慧

隱寫術、資訊隱藏、調色盤影像、嵌入效率、不可偵測性、Steganography、Data hiding、Palette image、Embedding efficiency、Undetectability

Confocal Microscopy Super Resolution on Drosophila Brain by Deep Learning using Cycle Consistency Loss

資訊科學與工程研究所

類神經網路、深度學習、內插、生醫資料、共軛焦顯微鏡、convolutional neural network、deep learning、interpolation、medical data、confocal microscopy

3D convolutional neural network based on temporal spatial attention mechanism and self-supervised learning apply to pedestrian gait recognition

數據科學與工程研究所

卷積神經網路、自監督學習、行人身分識別、步態辨識、Convolutional Neural Network、Self-supervised Learning、Person identification、Gait Recognition

Facial expression and postural screening in healthy and anomaly

資訊科學與工程研究所

面部特徵、協調性、異常偵測、中風、肢體特徵、face feature、coordination、anomaly detection、stroke、body feature

A Human Identification System Based on Skeleton Key Points Data in The Scenario of People Running on a Treadmill

數據科學與工程研究所

跑步機、身份辨識、骨架、Treadmills、Human identification、skeleton

ECG Wave and Cardiac Cycle Analysis Based on Deep Learning Method

資訊科學與工程研究所・共同指導：黃冠華

心電圖、生醫訊號、深度學習、穿戴式裝置、Electrocardiography、u-net、Deep learning、wearable device、Biomedical signal

Automatic Vertebrae Segmentation and Identification by Deep Learning

資訊科學與工程研究所

深度學習、影像分割、脊椎、椎體、Deep Learning、Segmentation、Spine、Vertebrae

Sparse-view sinogram interpolation and tomography reconstruction using generative adversarial network

資訊科學與工程研究所

生成對抗網路、稀疏視圖電腦斷層、視圖內插、Generative Adversarial Network、Sparse-view CT、view interpolation

BBDAN: Bone-to-bone Domain Transfer Adversarial Network with Semantic Consistency

資訊科學與工程研究所

醫學影像模態轉換、對抗生成網路、CycleGAN、MIND 影像描述符、Medical image-to-image transformation、Generative Adversarial Network、MIND feature descriptor

Person Identification in Gym Based on Data of Long-Term Wearable Sensors

資訊科學與工程研究所

身份辨識、動作辨識、穿戴式裝置、健身房運動、長時間資料、Person Identification、activity recognition、wearable device、Gym Activities、Long-term data

Long-Term Activity Analysis in Gym Based on G-sensor and Gyroscope

資訊科學與工程研究所

動作辨識、機器學習、分群、穿戴式裝置、健身房運動、Activity recognition、Machine learning、Clustering、Wearable device、Gym activities

Image Enhancement for Tracing 3D Morphologies of Lung Fissures, Vessels, and Nodules in Computed Tomography

資訊科學與工程研究所

電腦斷層掃描、肺葉、肺臟、特徵擷取、特徵向量機、Computed tomography (CT)、fissures、lobes、lungs、segmentation、Support vector machine(SVM)

Estimating Players' Moves in Badminton Videos Based on Single Shot MultiBox Detector

資訊科學與工程研究所

球員位置預測、目標檢測、透視轉換、隨機森林、支持向量機、視覺化、Estimate plays moves、Single Shot MultiBox Detector、perspective transformation、random forest、support vector machine、Visualization

A Web-based System For Visualizing Drosophila Neuron Tracing, Neuron Grouping, And Neuropils

資訊科學與工程研究所

神經科學、電腦視覺、果蠅腦、WebGL、Neuronscience、computer graphic、Drosophila brain research

Flybrain Neurons Cluster Based on Spatial Similarity

資訊科學與工程研究所

果蠅腦神經、空間相似度、空間重疊、region grow、k-means分群、Kruskal's Algorithm、Flybrain neurons、spatial similarity、spatial overlapping、k-means cluster

Problem-solving in biological and medical fields using machine learning technique

資訊科學與工程研究所・共同指導：江安世

機器學習、偵測神經元、穿戴式裝置、machine learning、soma detection、wearable sensor

Using Multi-Sensor System for Measuring Finger Trembling, and Applied to Neurodegenerative Disease

生醫工程研究所

Tremogram、Leap Motion、加速度計、陀螺儀、手指顫抖分析、Accelerometer、Gyroscope、Finger Trembling Analysis

Multi-Sensor System and Activity Recognition in Real Time

資訊科學與工程研究所

動作辨識、機器學習、支持向量機、多感測器系統、穿戴式裝置、加速度感測器、慣性感測器、activity recognition、machine learning、Support Vector Machine、multi-sensor system、wearable device、accelerometers、inertial sensor

A Novel Method for Abnormal Gait Detection Using 3-axis Accelerometer and Gyroscope

生醫工程研究所

穿戴式裝置、步態、身份辨識、異常分數、Wearable device、Gait、Identity Verification、Anomaly score

A Handwritten Signature Verification System Based on G-sensor and Gyroscope

資訊科學與工程研究所

手寫簽名驗證、合成數據、支持向量機、特徵擷取、動態時間校正、直方統計、Handwritten Signature Verification、Synthetic data、Support Vector Machine、Feature Extraction、Dynamic Time Warping、Histograms

A Novel Method for Gait Analysis and its Application Speed Estimation

資訊科學與工程研究所

穿戴式裝置、角速度、步態階段資訊、步態有向圖、速度估計、wearable device、Angular Velocity、Gait Phase Information、Gait Graph、Speed Estimation

Beauty Products Recommender and Experience Collection System for Asian Consumers

生醫工程研究所

混合式推薦系統、大數據、學習機器、分群演算法、最近鄰居法、美妝保養、個人化、Hybrid Recommender Systems、Big Data、Machine Learning、Clustering Computing、K-Nearest Neighbors Algorithm、Beauty Products、Personalization

Automated Segmentation of Breast Tumor Based on Statistical Feature Analysis of Dynamic Contrast Enhanced MRI and Diffusion MRI

資訊科學與工程研究所・共同指導：陳榮治

磁振造影、動態對比顯影、擴散峰值影像、直方圖分析、腫瘤劃分、Magnetic Resonance Imaging、Dynamic Contrast Enhanced-MRI、Diffusion Kurtosis Imaging、Histogram Analysis、Tumor Segmentataion

Using Facial Expression in Emotional and Symmetrical Analysis

生醫工程研究所

人臉特徵、情緒分析、左右對稱分析、Facial Expression、Emotional Analysis、Symmetrical Analysis

Model Building and Verification of Body Symmetry feature used in Medical posture analysis Based on SVM

生醫工程研究所

Kinect、支持向量機、主成分分析、SVM、support vector machine、principal component analysis、PCA

Measuring heart rate with non-contact method and its application to elderly care

資訊科學與工程研究所

獨立向量分析、心跳測量、Independent component analysis、Heart rate measuring

An Implementation of Wearable Gait Analysis Device

資訊學院資訊學程

穿戴式、步伐分析、Wearable Device、Gait Analysis

A Human Activity Detector based on Heartrate with Naive Bayesian Classification

資訊科學與工程研究所

行動探測、心率變異性特徵、樸素貝葉斯、重採樣、Activity Detection、Heart Pulse Variability、Naive Bayesian Classifier、Resampling

Computer Aided Diagnosis System for HCC on PET/CT Using Machine Learning Techniques

生醫工程研究所

電腦輔助診斷系統、PET/CT、肝癌、決策樹、支持向量機、影像處理、Computer Aided Diagnosis、Hepatocellular cancer、Decision tree、Support Vector Machine、image processing

Gait pattern for person recognition, an Application of Kinect

生醫工程研究所

身分辨識、生物特徵、步態、Kinect、決策樹、Identity verification、Biometric technique、Gait、Decision tree

Analysis of the Correlation between Disease and Gait using Kinect

資訊科學與工程研究所

疾病、步態、腦中風、運動學參數、左右對稱、Disease、Gait、CVA、Kinematic parameters、Symmetry

Use kinect to analyze dementia

資訊科學與工程研究所

失智症、失智症活動、kinect、dementia

Design and Implementation of an App for Health Management

生醫工程研究所

數位數字識別、影像處理、智慧手機、android 應用程式、健康管理、digital number recognition、image processing、smartphone、android app、health management

Using Leap Motion for Measuring Finger Trembling, a Study for Patients of Parkinson’s Disease

生醫工程研究所

手指顫抖、傅立葉轉換、帕金森氏症、Leap Motion、finger trembling、fourier transform

Auto White Balance Algorithm based on Secondary Light Source

資訊學院資訊學程

白平衡、灰階理論、最大RGB值法、色域對應法、White Balance、Gray World、Max RGB、Gamut Mapping

A Visualization-editing Tool for Neuron Structure Reconstruction

生醫工程研究所

追蹤、編輯介面、Tracing、Editing UI

Automatic segmentation at PET/CT

生醫工程研究所

肝臟分割、PET/CT、肝癌、HCC、Liver Segmentation、Hepatocellular Carcinoma

An Improved Implementation of the Algebraic Reconstruction Techniques (ART) Method for Computed Tomography Reconstruction

資訊科學與工程研究所

電腦斷層掃描重建、代數重建法、濾波反投影、CT reconstruction、Algebraic Reconstruction Techniques、Filtered Back Projection

Three-Dimensional Tomography Reconstruction for X-Ray Microscopy

資訊科學與工程研究所・共同指導：胡宇光

影像處理、斷層重建、X光顯微鏡、影像對齊、影像拚貼、資料視覺化、image processing、tomography reconstruction、X-ray microscopy、image alignment、image stitching、data visualization

Gait coordination and standing stability analysis using Kinect

資訊科學與工程研究所

步態、協調性、穩定度、運動學參數、步態常模、gait、coordination、stability、kinematic parameters、normal gait

A new positioning method for PCB

資訊科學與工程研究所

印刷電路板、PCB

Research on imaging by using multiple light sources X-ray

資訊科學與工程研究所

X光、X-ray

Protein Tyrosine Sulfation Sites Predcition: Based on Support Vector Machine and Pairwise Position Weighted Matrix of Amino Acid Sequence

生醫工程研究所

轉譯後修飾、酪胺酸、硫酸化、支援向量機、預測、成對位置權重矩陣、硫酸化酪胺酸、Post-translational modification、tyrosine、sulfation、support vector machine、prediction、pairwise position weighted matrix、sulfotyrosine

Real Time Visualization of Nanoscale Object Volume Data with Navigation Capability

資訊科學與工程研究所

體積顯影技術、導覽系統、細節層次、Volume Rendering、Navigation、Level of detail

Neuron Structure Analysis: structure reconstruction and dynamic analys

資訊科學與工程研究所・共同指導：江安世

Neuron reconstruction、Neuron tracing、dynamics analysis、graph algorithm、神經結構重建、神經發育、圖論演算法

Using the synchrotron x-ray microscopy on the animal kidney vessel structure analysis

生醫工程研究所

同步輻射、X光顯微術、腎臟、血管結構、追蹤、synchrotron x-ray、kidney、vessel structure、microscopy、tracing

Improving e-beam lithogragphy scheduling

資訊科學與工程研究所

旅行商人問題、電子束微影蝕刻、排程、Traveling salesman problem、e-beam lithography

Alignment of a sequence of EM images to form a three-dimensional volume data

生醫工程研究所・共同指導：胡毓志

影像對位、電子顯微影像、Alignment、EM images

The Technique of 3D Blood Vessel Reconstruction with Few Projection Data

生醫工程研究所

斷層掃描重建技術、CT reconstruction

A Multi-volume Rendering Visualization System for Fly Brain Neuron

生醫工程研究所

果蠅腦、多重立體資料顯影、fly brain、multi volume rendering、alpha shape