Jungpil Shin 研究室

主宰者：Jungpil Shin

会津大学

AI 要約（直近 5 年の研究成果）

Jungpil Shin 研究室は、医療画像診断と行動認識を中心とした深層学習の応用研究に取り組んでいます。研究対象は多岐にわたり、自閉症スペクトラム障害や注意欠如多動性障害などの神経発達障害の検出、乳がんや子宮頸がん、皮膚がんなどの悪性腫瘍の診断、さらにアルツハイマー病や脊髄損傷などの神経疾患の画像解析まで、複数の疾患領域にわたっています。これらの研究では、X線画像やMRI、超音波画像、遠隔センシング画像など、様々な医療画像モダリティを対象としています。手法の面では、複数の情報源を組み合わせた融合型深層学習アーキテクチャが共通の特徴です。顔画像、骨格情報、生体信号、脳活動データなど異なるデータ型を統合する「マルチモーダルアプローチ」を採用し、各モダリティから補完的な情報を抽出しています。また、軽量設計やエッジデバイス対応を重視しており、医療現場での実運用を想定した効率化が工夫されています。加えて、注意機構やグラフニューラルネットワーク、時空間的特徴抽出など、複雑なパターン認識のための高度な機械学習技術を積極的に導入しています。これらの研究を通じて、医療診断の自動化と早期発見の実現を目指しており、特に診断精度と計算効率のバランスを取ることに注力しています。さらに、農作物病害診断や防災（山火事検出）など、医療以外の応用領域への拡張も進めており、深層学習の実世界問題への適用可能性を広く追求しています。

※ AI（Claude）が、公開されている論文要旨から研究の問い・手法・主要な発見を事実情報として抽出・再構成して自動生成しています。誤りを含む可能性があるため、正確性は研究室公式情報でご確認ください。

外部リンク

研究成果（100 件）

[2026] Bengali Sign Language Recognition Through Hand Pose Estimation Using Multi-branch Spatial-Temporal Attention Model
DOI: https://doi.org/10.1007/s42979-026-04990-x
[2026] Eye-hand coordination patterns of progressive and consistent micrographia in Parkinson’s disease: neurophysiological correlates
DOI: https://doi.org/10.1016/j.clinph.2026.2111929
[2026] Skin Cancer Disease Detection Using Two-Stream Hybrid Attention-Based Deep Learning Model
DOI: https://doi.org/10.3390/electronics15081761
[2026] ASD Recognition Through Weighted Integration of Landmark-Based Handcrafted and Pixel-Based Deep Learning Features
DOI: https://doi.org/10.3390/computers15020124
[2026] A Novel Network-Level Fused Self-Attention Deep Neural Network for Cervical Cancer Classification from Cervicography Images
DOI: https://doi.org/10.1177/15330338261426741
[2026] Integrating Inverse Kinematics and the Facial Action Coding System for Physically Grounded Facial Expression Synthesis
DOI: https://doi.org/10.3390/electronics15030558
[2026] Stack Transformer-Based Spatial-Temporal Attention Model for Dynamic Sign Language and Fingerspelling Recognition
DOI: https://doi.org/10.1109/ojcs.2026.3682330
[2026] LightFire-Net: Efficient Cross-Modal Spectral–Spatial Information Fusion for Real-Time Wildfire Detection in Remote Sensing
DOI: https://doi.org/10.1109/jstars.2026.3686291
[2026] NetBurst-X: A Burst-Informed Learning Framework for Detecting Microbursts and Data Exfiltration in NetFlow
DOI: https://doi.org/10.1109/ojcoms.2026.3683927
[2026] A Unified API-Driven IPAM Framework with LSTM-Based Anomaly Detection for Hybrid Cloud Environments
DOI: https://doi.org/10.32604/cmc.2026.076825

続きを表示（残り 90 件）

[2025] A Hybrid Deep Learning and Quantum Optimization Framework for Ransomware Response in Healthcare
DOI: https://doi.org/10.1109/ojcs.2025.3648741
[2025] LiteDenseMoE: An Explainable Lightweight Densely Connected Mixture-of-Experts Network for Aerial Scene Recognition in Low Contrast Remote Sensing Images
DOI: https://doi.org/10.1109/jstars.2025.3645113
[2025] Radiomic V-Net Deep Learning Architecture for Breast Cancer Prediction Deployed on Medical Consumer Electronics
DOI: https://doi.org/10.1109/tce.2025.3630000
[2025] An in-depth review and analysis of deep learning methods and applications in spinal cord imaging
DOI: https://doi.org/10.1016/j.health.2025.100429
[2025] Deep Learning-Based Eye-Writing Recognition with Improved Preprocessing and Data Augmentation Techniques
DOI: https://doi.org/10.3390/s25206325
[2025] Characteristics of visual search and brain activity in Japanese elementary schoolchildren: A cross-sectional study using functional near-infrared spectroscopy
DOI: https://doi.org/10.1016/j.braindev.2025.104401
[2025] Parkinson disease detection based on in-air dynamics feature extraction and selection using machine learning
DOI: https://doi.org/10.1038/s41598-025-12115-2
[2025] An adaptive deep learning approach based on InBNFus and CNNDen-GRU networks for breast cancer and maternal fetal classification using ultrasound images
DOI: https://doi.org/10.1038/s41598-025-03402-z
[2025] A multimodal approach for ADHD with coexisting ASD detection for children
DOI: https://doi.org/10.1038/s41598-025-05000-5
[2025] A Comprehensive Methodological Survey of Human Activity Recognition Across Diverse Data Modalities
DOI: https://doi.org/10.3390/s25134028
[2025] Open problems and challenges in federated learning for IoT: A comprehensive review and strategic guide
DOI: https://doi.org/10.1016/j.compeleceng.2025.110515
[2025] Grid Search Based Hyperparameter-Tuned Deep Learning Model for Osteoporosis Diagnosis with Bi-Cubic Interpolation of X-Ray Images
DOI: https://doi.org/10.1007/s44230-025-00102-9
[2025] Autism Spectrum Disorder Detection Using Skeleton-Based Body Movement Analysis via Dual-Stream Deep Learning
DOI: https://doi.org/10.3390/electronics14112231
[2025] Exploration of a shape-focused autoencoder for improved ear biometrics
DOI: https://doi.org/10.1007/s11042-025-20905-z
[2025] Multimodal Fall Detection Using Spatial–Temporal Attention and Bi-LSTM-Based Feature Fusion
DOI: https://doi.org/10.3390/fi17040173
[2025] Combining state-of-the-art pre-trained deep learning models: A novel approach for Bangla Sign Language recognition using Max Voting Ensemble
DOI: https://doi.org/10.1016/j.sasc.2025.200230
[2025] Fall recognition using a three stream spatio temporal GCN model with adaptive feature aggregation
DOI: https://doi.org/10.1038/s41598-025-95508-7
[2025] Developmental change of prefrontal cortex activity during handwriting tasks in children and adults
DOI: https://doi.org/10.1016/j.braindev.2025.104338
[2025] Attention mechanism‐based ultralightweight deep learning method for automated multi‐fruit disease recognition system
DOI: https://doi.org/10.1002/agj2.70035
[2025] Identification of potential biomarkers for lung cancer using integrated bioinformatics and machine learning approaches
DOI: https://doi.org/10.1371/journal.pone.0317296
[2025] Stacked CNN-based multichannel attention networks for Alzheimer disease detection
DOI: https://doi.org/10.1038/s41598-025-85703-x
[2025] Statistical and machine learning based platform-independent key genes identification for hepatocellular carcinoma
DOI: https://doi.org/10.1371/journal.pone.0318215
[2025] A Methodological and Structural Review of Parkinson’s Disease Detection Across Diverse Data Modalities
DOI: https://doi.org/10.1109/access.2025.3575023
[2025] Detection of AI-Generated Texts: A Bi-LSTM and Attention-Based Approach
DOI: https://doi.org/10.1109/access.2025.3562750
[2025] Gradual Variation-Based Dual-Stream Deep Learning for Spatial Feature Enhancement With Dimensionality Reduction in Early Alzheimer’s Disease Detection
DOI: https://doi.org/10.1109/access.2025.3542458
[2025] Enhancing IoT Resilience at the Edge: A Resource-Efficient Framework for Real-Time Anomaly Detection in Streaming Data
DOI: https://doi.org/10.32604/cmes.2025.065698
[2025] Multimodal Attention-Enhanced Feature Fusion-Based Weakly Supervised Anomaly Violence Detection
DOI: https://doi.org/10.1109/ojcs.2024.3517154
[2025] An Enhanced Deep Learning Approach to Potential Purchaser Prediction: AutoGluon Ensembles for Cross-Industry Profit Maximization
DOI: https://doi.org/10.1109/ojcs.2025.3552376
[2025] Machine Learning-Based Differential Diagnosis of Parkinson’s Disease Using Kinematic Feature Extraction and Selection
DOI: https://doi.org/10.1109/access.2025.3553528
[2025] From Centralization to Decentralization: Blockchain’s Role in Transforming Social Media Platforms
DOI: https://doi.org/10.1109/access.2025.3561663
[2025] Neurological Disorder Recognition via Comprehensive Feature Fusion by Integrating Deep Learning and Texture Analysis
DOI: https://doi.org/10.1109/ojcs.2025.3594701
[2025] Optimized Breast Cancer Classification via SHAP-Based Feature Selection and Weighted Voting Ensemble Learning
DOI: https://doi.org/10.1109/ojcs.2025.3610146
[2025] Electromyography-Based Gesture Recognition With Explainable AI (XAI): Hierarchical Feature Extraction for Enhanced Spatial-Temporal Dynamics
DOI: https://doi.org/10.1109/access.2025.3569899
[2025] IoT-Based Real-Time Medical-Related Human Activity Recognition Using Skeletons and Multi-Stage Deep Learning for Healthcare
DOI: https://doi.org/10.32604/cmc.2025.063563
[2025] Video-Based Human Activity Recognition Using Hybrid Deep Learning Model
DOI: https://doi.org/10.32604/cmes.2025.064588
[2025] ChatGPT in Research and Education: A SWOT Analysis of Its Academic Impact
DOI: https://doi.org/10.32604/cmes.2025.064168
[2025] LaplaceSalesNet: A Neural Laplace-Transformer Framework for Continuous-Time Sales Forecasting
DOI: https://doi.org/10.1109/ojcs.2025.3617489
[2025] Harmonization of Heart Disease Dataset for Accurate Diagnosis: A Machine Learning Approach Enhanced by Feature Engineering
DOI: https://doi.org/10.32604/cmc.2025.061645
[2025] A Novel Attention-Based Parallel Blocks Deep Architecture for Human Action Recognition
DOI: https://doi.org/10.32604/cmes.2025.066984
[2024] In-depth review of AI-enabled unmanned aerial vehicles: trends, vision, and challenges
DOI: https://doi.org/10.1007/s44163-024-00209-1
[2024] Hierarchical Image Quality Improvement Based on Illumination, Resolution, and Noise Factors for Improving Object Detection
DOI: https://doi.org/10.3390/electronics13224438
[2024] Two-Stream Modality-Based Deep Learning Approach for Enhanced Two-Person Human Interaction Recognition in Videos
DOI: https://doi.org/10.3390/s24217077
[2024] Lung cancer detection and classification using LeNet-LSTM model on computed tomography images
DOI: https://doi.org/10.31893/multiscience.2025188
[2024] Hand gesture recognition using sEMG signals with a multi-stream time-varying feature enhancement approach
DOI: https://doi.org/10.1038/s41598-024-72996-7
[2024] PGD-Trap: Proactive Deepfake Defense with Sticky Adversarial Signals and Iterative Latent Variable Refinement
DOI: https://doi.org/10.3390/electronics13173353
[2024] Exploring Feature Selection and Classification Techniques to Improve the Performance of an Electroencephalography-Based Motor Imagery Brain–Computer Interface System
DOI: https://doi.org/10.3390/s24154989
[2024] Residual-Based Multi-Stage Deep Learning Framework for Computer-Aided Alzheimer’s Disease Detection
DOI: https://doi.org/10.3390/jimaging10060141
[2024] Effective features extraction and selection for hand gesture recognition using sEMG signal
DOI: https://doi.org/10.1007/s11042-024-19468-2
[2024] Deep Learning Assisted Intelligent Human Computer Interaction for Next Generation Internet Applications
DOI: https://doi.org/10.31449/inf.v48i2.6286
[2024] Spatial–temporal attention with graph and general neural network-based sign language recognition
DOI: https://doi.org/10.1007/s10044-024-01229-4
[2024] White balancing based improved nighttime image dehazing
DOI: https://doi.org/10.1007/s11042-024-18891-9
[2024] Big Data—Supply Chain Management Framework for Forecasting: Data Preprocessing and Machine Learning Techniques
DOI: https://doi.org/10.1007/s11831-024-10092-9
[2024] Revolutionizing Medical Imaging with Artificial intelligence Real-Time Segmentation for Enhanced Diagnostics
DOI: https://doi.org/10.70470/edraak/2024/003
[2024] Dynamic Japanese Sign Language Recognition Throw Hand Pose Estimation Using Effective Feature Extraction and Classification Approach
DOI: https://doi.org/10.3390/s24030826
[2024] A Deep Bidirectional LSTM Model Enhanced by Transfer-Learning-Based Feature Extraction for Dynamic Human Activity Recognition
DOI: https://doi.org/10.3390/app14020603
[2024] Generative Adversarial Networks (GANs) in Medical Imaging: Advancements, Applications, and Challenges
DOI: https://doi.org/10.1109/access.2024.3370848
[2024] Deep Learning and Computer Vision Techniques for Enhanced Quality Control in Manufacturing Processes
DOI: https://doi.org/10.1109/access.2024.3453664
[2024] Sign Language Recognition Using Graph and General Deep Neural Network Based on Large Scale Dataset
DOI: https://doi.org/10.1109/access.2024.3372425
[2024] Hand Gesture Recognition for Multi-Culture Sign Language Using Graph and General Deep Learning Network
DOI: https://doi.org/10.1109/ojcs.2024.3370971
[2024] A Methodological and Structural Review of Hand Gesture Recognition Across Diverse Data Modalities
DOI: https://doi.org/10.1109/access.2024.3456436
[2024] Korean Sign Language Alphabet Recognition Through the Integration of Handcrafted and Deep Learning-Based Two-Stream Feature Extraction Approach
DOI: https://doi.org/10.1109/access.2024.3399839
[2024] Feature Fusion Based Ensemble of Deep Networks for Acute Leukemia Diagnosis Using Microscopic Smear Images
DOI: https://doi.org/10.1109/access.2024.3388715
[2024] Sensor-Based Human Activity Recognition Based on Multi-Stream Time-Varying Features With ECA-Net Dimensionality Reduction
DOI: https://doi.org/10.1109/access.2024.3473828
[2024] Musical Genre Classification Using Advanced Audio Analysis and Deep Learning Techniques
DOI: https://doi.org/10.1109/ojcs.2024.3431229
[2024] Anomaly Detection in Weakly Supervised Videos Using Multistage Graphs and General Deep Learning Based Spatial-Temporal Feature Enhancement
DOI: https://doi.org/10.1109/access.2024.3395329
[2024] Real-Time Polyp Detection From Endoscopic Images Using YOLOv8 With YOLO-Score Metrics for Enhanced Suitability Assessment
DOI: https://doi.org/10.1109/access.2024.3505619
[2024] Virtual Keyboard: A Real-Time Hand Gesture Recognition-Based Character Input System Using LSTM and Mediapipe Holistic
DOI: https://doi.org/10.32604/csse.2023.045981
[2024] Dynamics of Digital Pen-Tablet: Handwriting Analysis for Person Identification Using Machine and Deep Learning Techniques
DOI: https://doi.org/10.1109/access.2024.3352070
[2024] Classification of Hand-Movement Disabilities in Parkinson’s Disease Using a Motion-Capture Device and Machine Learning
DOI: https://doi.org/10.1109/access.2024.3386367
[2024] A Multilingual Handwriting Learning System for Visually Impaired People
DOI: https://doi.org/10.1109/access.2024.3353781
[2024] Japanese Sign Language Recognition by Combining Joint Skeleton-Based Handcrafted and Pixel-Based Deep Learning Features with Machine Learning Classification
DOI: https://doi.org/10.32604/cmes.2023.046334
[2024] Machine Learning-Based ADHD Detection From fNIRs Signal During Reverse Stroop Tasks
DOI: https://doi.org/10.1109/access.2024.3411558
[2024] Exploring Progress in Text-to-Image Synthesis: An In-Depth Survey on the Evolution of Generative Adversarial Networks
DOI: https://doi.org/10.1109/access.2024.3435541
[2024] Online Handwriting-Based Gender Recognition Using Statistical and Machine Learning Approaches
DOI: https://doi.org/10.1109/access.2024.3424453
[2024] WGCNA and Machine Learning-Based Integrative Bioinformatics Analysis for Identifying Key Genes of Colorectal Cancer
DOI: https://doi.org/10.1109/access.2024.3472688
[2024] Dynamic Hand Gesture-Based Person Identification Using Leap Motion and Machine Learning Approaches
DOI: https://doi.org/10.32604/cmc.2024.046954
[2024] A Lightweight Visual Font Style Recognition With Quantized Convolutional Autoencoder
DOI: https://doi.org/10.1109/ojcs.2024.3378709
[2023] GACnet-Text-to-Image Synthesis With Generative Models Using Attention Mechanisms With Contrastive Learning
DOI: https://doi.org/10.1109/access.2023.3342866
[2023] QAmplifyNet: pushing the boundaries of supply chain backorder prediction using interpretable hybrid quantum-classical neural network
DOI: https://doi.org/10.1038/s41598-023-45406-7
[2023] Gene Expression and Metadata Based Identification of Key Genes for Hepatocellular Carcinoma Using Machine Learning and Statistical Models
DOI: https://doi.org/10.1109/tcbb.2023.3322753
[2023] A Dynamic Ensemble Selection of Deepfake Detectors Specialized for Individual Face Parts
DOI: https://doi.org/10.3390/electronics12183932
[2023] Design and Analysis of a UWB Slotted Vivaldi Antenna for Microwave Imaging Applications
DOI: https://doi.org/10.5573/ieiespc.2023.12.4.350
[2023] Increased Activity in the Prefrontal Cortex Related to Planning during a Handwriting Task
DOI: https://doi.org/10.3390/psych5030059
[2023] An Automated Precise Authentication of Vehicles for Enhancing the Visual Security Protocols
DOI: https://doi.org/10.3390/info14080466
[2023] A Fine-Tuned Hybrid Stacked CNN to Improve Bengali Handwritten Digit Recognition
DOI: https://doi.org/10.3390/electronics12153337
[2023] Dynamic Fall Detection Using Graph-Based Spatial Temporal Convolution and Attention Network
DOI: https://doi.org/10.3390/electronics12153234
[2023] Multi-Stream General and Graph-Based Deep Neural Networks for Skeleton-Based Sign Language Recognition
DOI: https://doi.org/10.3390/electronics12132841
[2023] Performance Evaluation of Slotted Star-Shaped Dual-band Patch Antenna for Satellite Communication and 5G Services
DOI: https://doi.org/10.5815/ijwmt.2023.03.05
[2023] Stochastic Neighbor Embedding Feature-Based Hyperspectral Image Classification Using 3D Convolutional Neural Network
DOI: https://doi.org/10.3390/electronics12092082
[2023] Investigating Feature Selection Techniques to Enhance the Performance of EEG-Based Motor Imagery Tasks Classification
DOI: https://doi.org/10.3390/math11081921

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AI 要約（直近 5 年の研究成果）

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関連研究室(8 件)

研究成果（100 件）

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所属学会・役職（0 件）