Wei Yuan 研究室

主宰者：Wei Yuan

東北大学

AI 要約（直近 5 年の研究成果）

Wei Yuan研究室は、遠隔センシングおよび通信技術を基盤とした多様なアプリケーション開発に取り組んでいます。特に、空撮画像やドローン撮影データから正確な三次元情報を抽出する画像処理技術に注力しており、影や遮蔽物がある環境での対応が課題となっています。これらの困難な条件下での画像マッチング精度を向上させるため、線分特徴やエッジ情報を活用した複数の手法を開発し、都市部の三次元再構成や地形変化検出を実現しています。同時に、大規模言語モデルやニューラルネットワークを応用した情報処理システムの研究も展開しています。推奨システムに推論機能を導入したり、医療画像の自動診断、無人機群の通信最適化、電池故障検出など、様々な領域で深層学習手法を適用しています。さらに、意味情報の効率的な伝送を目指した通信技術の研究では、生成AI技術を用いた新しいパラダイムの構築を進めています。これらの研究を通じて、複雑な実環境での信号・データ処理、機械学習による高度な自動認識・予測、そしてプライバシーに配慮した分散学習システムの構築など、実用的かつ幅広い課題への技術的ソリューション開発に携わっています。

※ 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（51 件）

[2026] Visibility-Aware Disparity Estimation for Aerial Images by Fusing Line Features in Shadow Areas
DOI: https://doi.org/10.1109/jstars.2026.3683686
[2025] Towards Reasoning-Aware Recommender Systems: A Survey in the LLM Era
DOI: https://doi.org/10.36227/techrxiv.176287939.92578520/v2
[2025] Towards Reasoning-Aware Recommender Systems: A Survey in the LLM Era
DOI: https://doi.org/10.36227/techrxiv.176287939.92578520/v1
[2025] Quantitative identification and hazard assessment of potentially unstable rock masses along mountainous transportation corridors
DOI: https://doi.org/10.1016/j.engfailanal.2025.110273
[2025] Turbulence-Resilient OAM-PoISK with 21.92 dB Sensitivity Gain in FSOC Direct Detection System
DOI: https://doi.org/10.1109/ecoc66593.2025.11263428
[2025] Analysis and Forecast of the Development of the Pet Industry in China and Globally Based on ARIMAX and Regression Models
DOI: https://doi.org/10.62051/6xhmn512
[2025] A Generalized Deep Learning Method for Rooftop Condition Assessment via Monocular Imagery
DOI: https://doi.org/10.1109/igarss55030.2025.11243709
[2025] Generative Semantic Communication: Architectures, Technologies, and Applications
DOI: https://doi.org/10.1016/j.eng.2025.07.022
[2025] AMDA-Net: Adaptive Multi-scale Deformable Attention U-Net for Medical Image Segmentation
DOI: https://doi.org/10.1109/cisat66811.2025.11181845
[2025] Large Semantic Agents for Wireless Image Transmission
DOI: https://doi.org/10.1109/spawc66079.2025.11143482

続きを表示（残り 41 件）

[2025] An improved body force model to simulate engine/airframe integration with boundary layer ingesting inflow distortion
DOI: https://doi.org/10.1016/j.ast.2025.110564
[2025] Single‐Pass Wavefront Reconstruction via Depth Heterogeneity Self‐Supervised Neural Operator for Turbulence Correction
DOI: https://doi.org/10.1002/lpor.202500909
[2025] Kernel grouping for time series classification with multiple transformations and pooling operators
DOI: https://doi.org/10.1016/j.eswa.2025.128693
[2025] Generative Semantic Communication for Joint Image Transmission and Segmentation
DOI: https://doi.org/10.1109/iccworkshops67674.2025.11162317
[2025] Fault detection for Li-ion batteries of electric vehicles with feature-augmented attentional autoencoder
DOI: https://doi.org/10.1038/s41598-025-03227-w
[2025] RC-DQN Based Intelligent Handover for Large-Scale LEO Satellite Networks
DOI: https://doi.org/10.1109/ecis65594.2025.11086787
[2025] An α-Helically Folded α-Aminoisobutyric Acid (Aib) Oligomer That Assembles into a Metal–Peptide Superhelical Nanotube
DOI: https://doi.org/10.1021/jacs.5c03534
[2025] Investigating Bronze Casting Production in Chu’s Western Borderlands during the late Warring States Period (c.306–221 BC): A case study of metallurgical materials excavated from tomb M19 of the Wangbao cemetery in Hunan, China
DOI: https://doi.org/10.1007/s12520-025-02237-z
[2025] An efficient cost calculation method for disparity estimation of stereo matching considering shadow occlusion
DOI: https://doi.org/10.1080/10095020.2025.2487138
[2025] Intelligent characterization of discontinuities and heterogeneity evaluation of potential hazard sources in high-steep rock slope by TLS-UAV technology
DOI: https://doi.org/10.1016/j.jrmge.2025.03.023
[2025] Prediction of subsonic cascade flow fields by physics-informed graph neural networks with unbalanced data
DOI: https://doi.org/10.1016/j.ast.2025.110173
[2025] Intelligent electromagnetic resource allocation for UAV swarms using union equalization algorithms
DOI: https://doi.org/10.1117/12.3060706
[2025] AISFuser: Encoding Maritime Graphical Representations With Temporal Attribute Modeling for Vessel Trajectory Prediction
DOI: https://doi.org/10.1109/tkde.2025.3531770
[2024] Graph-based adaptive node enhancement for Alzheimer’s disease prediction
DOI: https://doi.org/10.1117/12.3037176
[2024] The Performance of the Optical Flow Field based Dense Image Matching for UAV Imagery
DOI: https://doi.org/10.5194/isprs-annals-x-4-2024-433-2024
[2024] Design of Power Cable Data Monitoring and Forecasting System for Utility Tunnel Based on edge computing
DOI: https://doi.org/10.53106/199115992024063503020
[2024] General generative AI-based image augmentation method for robust rooftop PV segmentation
DOI: https://doi.org/10.1016/j.apenergy.2024.123554
[2024] Hide Your Model: A Parameter Transmission-free Federated Recommender System
DOI: https://doi.org/10.1109/icde60146.2024.00053
[2024] Nuclei-level prior knowledge constrained multiple instance learning for breast histopathology whole slide image classification
DOI: https://doi.org/10.1016/j.isci.2024.109826
[2024] Online course evaluation model based on graph auto-encoder
DOI: https://doi.org/10.3233/ida-230557
[2024] A cluster-based disambiguation method using pose consistency verification for structure from motion
DOI: https://doi.org/10.1016/j.isprsjprs.2024.02.016
[2024] Hybrid Network-Based Automatic Seamline Detection for Orthophoto Mosaicking
DOI: https://doi.org/10.1109/tgrs.2024.3393626
[2023] “Photochemical Surgery” of 1D Metal–Organic Frameworks with a Site-Selective Solubilization/Crystallization Strategy
DOI: https://doi.org/10.1021/jacs.3c07995
[2023] MetaTraj: Meta-Learning for Cross-Scene Cross-Object Trajectory Prediction
DOI: https://doi.org/10.1109/tits.2023.3299112
[2023] Performance Evaluation for Clinical Stroke Rehabilitation via an Automatic Mobile Gait Trainer
DOI: https://doi.org/10.3390/s23156793
[2023] Graph Encoding based Hybrid Vision Transformer for Automatic Road Network Extraction
DOI: https://doi.org/10.1109/igarss52108.2023.10283247
[2023] Hybrid Feature Embedding for Automatic Building Outline Extraction
DOI: https://doi.org/10.1109/igarss52108.2023.10282867
[2023] Few-Shot Depth Completion Using Denoising Diffusion Probabilistic Model
DOI: https://doi.org/10.1109/cvprw59228.2023.00697
[2023] CEEMD-MultiRocket: Integrating CEEMD with Improved MultiRocket for Time Series Classification
DOI: https://doi.org/10.3390/electronics12051188
[2023] Voronoi Centerline-Based Seamline Network Generation Method
DOI: https://doi.org/10.3390/rs15040917
[2023] Physics-informed deep learning cascade loss model
DOI: https://doi.org/10.1016/j.ast.2023.108165
[2023] Fully automatic DOM generation method based on optical flow field dense image matching
DOI: https://doi.org/10.1080/10095020.2022.2159886
[2023] Multiconstraint Transformer-Based Automatic Building Extraction From High-Resolution Remote Sensing Images
DOI: https://doi.org/10.1109/jstars.2023.3319826
[2022] Online trajectory prediction for metropolitan scale mobility digital twin
DOI: https://doi.org/10.1145/3557915.3561040
[2022] Exploring intercity regional similarity using worldwide location-based social network data (demo paper)
DOI: https://doi.org/10.1145/3557915.3561041
[2022] Mobile robot path planning based on fusion of improved A* algorithm and adaptive DWA algorithm
DOI: https://doi.org/10.1088/1742-6596/2330/1/012003
[2022] Cross-Scale Attention-based Tree Crown Detection via UAV imagery
DOI: https://doi.org/10.1109/igarss46834.2022.9884316
[2022] CIRCLE: continual repair across programming languages
DOI: https://doi.org/10.1145/3533767.3534219
[2022] LEARNING SOCIAL COMPLIANT MULTI-MODAL DISTRIBUTIONS OF HUMAN PATH IN CROWDS
DOI: https://doi.org/10.5194/isprs-annals-v-4-2022-91-2022
[2021] GRAPH NEURAL NETWORK BASED MULTI-FEATURE FUSION FOR BUILDING CHANGE DETECTION
DOI: https://doi.org/10.5194/isprs-archives-xliii-b3-2021-377-2021
[2021] Detection and Classification of Stroke Gaits by Deep Neural Networks Employing Inertial Measurement Units
DOI: https://doi.org/10.3390/s21051864

科研費（0 件）

まだデータがありません（KAKEN 取り込み後に表示）。

所属学会・役職（0 件）

まだデータがありません（学会データ連携後に表示）。

AI 要約（直近 5 年の研究成果）

外部リンク

関連研究室(8 件)

研究成果（51 件）

科研費（0 件）

所属学会・役職（0 件）