Yen‐Wei Chen 研究室

主宰者：Yen‐Wei Chen

立命館大学

AI 要約（直近 5 年の研究成果）

Yen-Wei Chen研究室は、医療画像解析と機械学習の融合を中心に、臨床応用を念頭に置いた研究を展開しています。主な研究対象は脳腫瘍やがん、肝臓病変、脳卒中合併症など、診断と治療計画に重要な医療画像の自動認識・分類・分割です。限定的なアノテーションデータという医療分野の課題に対して、弱教師あり学習や自己教師あり学習、転移学習といった効率的な学習手法を導入することで、医療専門家の負担軽減を目指しています。手法的には、ビジョン・ランゲージモデルなどの基盤モデルを医療画像領域に適応させるアプローチが特徴です。テキスト情報（放射線科医の報告書など）と医療画像を組み合わせた多峰学習や、大規模モデルから軽量モデルへの知識蒸留により、解釈性と実用性を両立させています。さらに、生成モデルを用いた医療画像の合成・拡張により、訓練データの不足を補う工夫も行われています。加えて、うつ病検出や植物細胞追跡など、医療画像以外の領域でも多峰データの効果的な処理や隠れたノイズ対策に取り組んでいます。これらの研究は、正確で透明性の高い自動診断システムの実現を通じて、臨床現場の実際的な課題解決に貢献することを目指しています。

※ 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] Patch-Based Active Source-Free Domain Adaptation for Annotation-Efficient Medical Image Segmentation
DOI: https://doi.org/10.1109/icassp55912.2026.11463922
[2026] A Text-Image Fusion Method with Data Augmentation Capabilities for Referring Medical Image Segmentation
DOI: https://doi.org/10.1109/icassp55912.2026.11463850
[2026] FedPGP: Adaptive Feature Alignment for Personalized Global Prototypes in Federated Learning
DOI: https://doi.org/10.1109/icassp55912.2026.11463141
[2026] RAPT: Retrieval-Augmented Visual Prompting with Text-Guidance for Pathological Image Classification
DOI: https://doi.org/10.1109/jbhi.2026.3703057
[2025] Integrating text and medical images for segmentation using interpretable graph neural network
DOI: https://doi.org/10.1016/j.bspc.2025.109404
[2025] DepressionLLM: Emotion- and causality-aware depression detection with foundation models
DOI: https://doi.org/10.1016/j.displa.2025.103304
[2025] Semantic-assisted report generation with memory enhanced transformer using context-aware visual extractor
DOI: https://doi.org/10.1007/s10489-025-07031-x
[2025] Liver-VLM: Enhancing Focal Liver Lesion Classification with Self-Supervised Vision-Language Pretraining
DOI: https://doi.org/10.3390/app152312578
[2025] EIR-SDG: Explore Invariant Representation for Single-source Domain Generalization in Medical Image Segmentation
DOI: https://doi.org/10.1145/3746027.3755199
[2025] Accurate Tracking of Arabidopsis Root Cortex Cell Nuclei in 3D Time-Lapse Microscopy Images Based on Genetic Algorithm
DOI: https://doi.org/10.1109/tcbbio.2025.3617480

続きを表示（残り 90 件）

[2025] A module selection-based approach for efficient skeleton human action recognition
DOI: https://doi.org/10.1016/j.displa.2025.103233
[2025] Multi-Datasets Learning for CT Image Generation From MR Image Using StarGAN v2
DOI: https://doi.org/10.1109/gcce65946.2025.11274921
[2025] Deep self‐cleansing for medical image segmentation with noisy labels
DOI: https://doi.org/10.1002/mp.70007
[2025] GEKD: A graph-enhanced knowledge discriminator for universal improvements in medical image synthesis
DOI: https://doi.org/10.1016/j.displa.2025.103197
[2025] EICSeg: Universal Medical Image Segmentation via Explicit In-Context Learning
DOI: https://doi.org/10.1109/tmi.2025.3591565
[2025] Enhancing Depression Detection with Chain-of-Thought Prompting: From Emotion to Reasoning Using Large Language Models
DOI: https://doi.org/10.1109/embc58623.2025.11253093
[2025] A Text-Image Network for Isocitrate Dehydrogenase(IDH) Mutation Status Prediction in Glioma Diagnosis Using Multimodal MRI and Radiology Report
DOI: https://doi.org/10.1109/embc58623.2025.11254372
[2025] PRompt-aware Interactive Stain Model for Unpaired H&E-to-IHC Stain Translation
DOI: https://doi.org/10.1109/embc58623.2025.11253013
[2025] CoordConv-ControlDDPM: A Text-Guided Approach to Medical Image Augmentation for Improved Segmentation
DOI: https://doi.org/10.1109/embc58623.2025.11251607
[2025] Weakly-Supervised Liver Lesion Detection in CT Images Using Adversarial Networks
DOI: https://doi.org/10.1109/tetci.2025.3573247
[2025] From Slice to Volume: Weakly-Supervised Learning with RECIST Annotations for Lesion Segmentation
DOI: https://doi.org/10.1109/eeiss65394.2025.11085793
[2025] Multi-modal Medical SAM: An Adaptation Method of Segment Anything Model (SAM) for Glioma Segmentation Using Multi-modal MR Images
DOI: https://doi.org/10.1145/3712297
[2025] SPA: Leveraging the SAM With Spatial Priors Adapter for Enhanced Medical Image Segmentation
DOI: https://doi.org/10.1109/jbhi.2025.3526174
[2025] Medical Image Hybrid Watermark Algorithm Based on Frequency Domain Processing and Inception v3
DOI: https://doi.org/10.1002/aisy.202400654
[2025] Enhanced Multimodal Depression Detection With Emotion Prompts
DOI: https://doi.org/10.1109/icassp49660.2025.10889035
[2025] CycleGAN-based Pseudo-Image Generation for Satellite Image Super-Resolution
DOI: https://doi.org/10.1109/gcce65946.2025.11275137
[2025] MHG-Adapter: A parameter-efficient multimodal hypergraph adapter for text-driven medical image segmentation
DOI: https://doi.org/10.1016/j.displa.2025.103330
[2024] Augmented Reality Visualization and Quantification of COVID-19 Infections in the Lungs
DOI: https://doi.org/10.3390/electronics13061158
[2024] An Intra- and Inter-Emotion Transformer-Based Fusion Model with Homogeneous and Diverse Constraints Using Multi-Emotional Audiovisual Features for Depression Detection
DOI: https://doi.org/10.1587/transinf.2023hcp0006
[2024] A Sentiment Pre-trained Text-Guided Multimodal Cross-Attention Transformer for Improved Depression Detection
DOI: https://doi.org/10.1109/embc53108.2024.10782904
[2024] Mask-Guided Spatial–Spectral MLP Network for High-Resolution Hyperspectral Image Reconstruction
DOI: https://doi.org/10.3390/s24227362
[2024] Deep Fusion Models of Brain CT and Clinical Data for Predicting Stroke-Associated Pneumonia
DOI: https://doi.org/10.1145/3707127.3707132
[2024] Knowledge Distillation Using Segment Anything to U-Net Model for Lightweight High accuracy Medical Image Segmentation
DOI: https://doi.org/10.1109/gcce62371.2024.10760506
[2024] k-Uniform Hypergraph Reasoning Network for Focal Liver Lesions Classification in Multimodal Magnetic Resonance Imaging
DOI: https://doi.org/10.1109/gcce62371.2024.10760942
[2024] A Cycle-GAN-Based Method for Real-World Image Super-Resolution
DOI: https://doi.org/10.1109/gcce62371.2024.10760665
[2024] Detection of Focal Liver Lesions in CT Images Using a Transformer-Based End-to-End Detection Model
DOI: https://doi.org/10.1109/gcce62371.2024.10761031
[2024] 3D Fusion W-Net and HoloLens-Based Interactive Visualization for Lung Airway Segmentation
DOI: https://doi.org/10.1109/gcce62371.2024.10760598
[2024] MC-pDM:A Eye Gaze Correction Using Multi-Conditional Patch-Diffusion Model
DOI: https://doi.org/10.1109/gcce62371.2024.10760590
[2024] SAMA: A Self-and-Mutual Attention Network for Accurate Recurrence Prediction of Non-Small Cell Lung Cancer Using Genetic and CT Data
DOI: https://doi.org/10.1109/jbhi.2024.3471194
[2024] Ergonomic workplace design based on real-time integration between virtual and augmented realities
DOI: https://doi.org/10.1016/j.rcim.2024.102859
[2024] [Applications] 13. Segmentation of Infant Brain Ventricles with Hydrocephalus Using Deep Learning
DOI: https://doi.org/10.6009/jjrt.2024-2398
[2024] Early Recurrence Prediction of Hepatocellular Carcinoma Using Deep Learning Frameworks with Multi-Task Pre-Training
DOI: https://doi.org/10.3390/info15080493
[2024] Multimodal Fusion with Cross-attention Transformer for HCC Early Recurrence Prediction from Multi-Phase CT and Clinical Data
DOI: https://doi.org/10.1145/3696271.3696286
[2024] Enhancing Deep Learning-based Depression Level Estimation Based on Multi-task Learning
DOI: https://doi.org/10.1145/3696271.3696281
[2024] Accurate Delineation of Multiple CT Liver Lesions by Deep Processing of Image Patches
DOI: https://doi.org/10.1145/3696271.3696308
[2024] Whole-liver histogram analysis of hepatocyte-specific contrast-enhanced magnetic resonance imaging for predicting progression in patients with cirrhosis
DOI: https://doi.org/10.21037/qims-24-109
[2024] STFormer: Learning to Explore Spot Relationships for Spatial Transcriptomics Prediction from Histology of Colorectal Cancer
DOI: https://doi.org/10.1109/embc53108.2024.10782295
[2024] Biologically Interpretable Model for Precise Recurrence Prediction of Non-Small Cell Lung Cancer
DOI: https://doi.org/10.1109/embc53108.2024.10782336
[2024] SOFIM: Stochastic Optimization Using Regularized Fisher Information Matrix
DOI: https://doi.org/10.1109/ijcnn60899.2024.10650665
[2024] FPGA Oriented Lightweight Deep Learning Inference for Liver Cancer Segmentation
DOI: https://doi.org/10.1109/isbi56570.2024.10635890
[2024] Hyperspectral Image Reconstruction Using Hierarchical Neural Architecture Search from A Snapshot Image
DOI: https://doi.org/10.1109/icassp48485.2024.10448077
[2024] Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Bag-Level Classifier is a Good Instance-Level Teacher
DOI: https://doi.org/10.1109/tmi.2024.3404549
[2024] Segmentation Guided Crossing Dual Decoding Generative Adversarial Network for Synthesizing Contrast-Enhanced Computed Tomography Images
DOI: https://doi.org/10.1109/jbhi.2024.3403199
[2024] A Study on the Validity and Scope of Self-Similarity Property in Super-Resolution of Medical Images
DOI: https://doi.org/10.1007/s00034-024-02645-x
[2024] Combinatorial CNN-Transformer Learning with Manifold Constraints for Semi-supervised Medical Image Segmentation
DOI: https://doi.org/10.1609/aaai.v38i3.28007
[2024] IRLSG: Invariant Representation Learning for Single-Domain Generalization in Medical Image Segmentation
DOI: https://doi.org/10.1109/icassp48485.2024.10446700
[2024] Deep Versatile Hyperspectral Reconstruction Model from A Snapshot Measurement with Arbitrary Masks
DOI: https://doi.org/10.1109/icassp48485.2024.10445895
[2024] OA-GAN: organ-aware generative adversarial network for synthesizing contrast-enhanced medical images
DOI: https://doi.org/10.1088/2057-1976/ad31fa
[2024] A motion-aware and temporal-enhanced Spatial–Temporal Graph Convolutional Network for skeleton-based human action segmentation
DOI: https://doi.org/10.1016/j.neucom.2024.127482
[2024] Multitask deep learning for prediction of microvascular invasion and recurrence‐free survival in hepatocellular carcinoma based on MRI images
DOI: https://doi.org/10.1111/liv.15870
[2024] Memory Guided Transformer With Spatio-Semantic Visual Extractor for Medical Report Generation
DOI: https://doi.org/10.1109/jbhi.2024.3371894
[2024] A Multi-path Global and Local Cycle GAN for Enhancing CT Brain Image Synthesis from MR Brain Images
DOI: https://doi.org/10.1109/gcce62371.2024.10760650
[2024] Robust zero‐watermarking algorithm based on discrete wavelet transform and daisy descriptors for encrypted medical image
DOI: https://doi.org/10.1049/cit2.12282
[2024] CMIR: A Unified Cross-Modality Framework for Preoperative Accurate Prediction of Microvascular Invasion in Hepatocellular Carcinoma
DOI: https://doi.org/10.3233/shti231102
[2024] MSPA-DLA++: A Multi-Scale Phase Attention Deep Layer Aggregation for Lesion Detection in Multi-Phase CT Images
DOI: https://doi.org/10.3233/shti231095
[2024] Multi-Modal and Multi-Task Depression Detection with Sentiment Assistance
DOI: https://doi.org/10.1109/icce59016.2024.10444213
[2024] Medical SAM: A Glioma Segmentation Fine-tuning Method for SAM Using Brain MR Images
DOI: https://doi.org/10.1109/icce59016.2024.10444252
[2024] DHGD: Dynamic Hand Gesture Dataset for Skeleton-Based Gesture Recognition and Baseline Evaluations
DOI: https://doi.org/10.1109/icce59016.2024.10444226
[2024] 3D Facial Ethnicity Identification Using Point Cloud Deep Learning with Local Area Attention
DOI: https://doi.org/10.1109/icce59016.2024.10444431
[2024] Lightweight neural network for Alzheimer's disease classification using multi-slice sMRI
DOI: https://doi.org/10.1016/j.mri.2023.12.010
[2024] Ladder Fine-tuning Approach for SAM Integrating Complementary Network
DOI: https://doi.org/10.1016/j.procs.2024.09.452
[2023] Multi-task Model for Glioma Segmentation and Isocitrate Dehydrogenase Status Prediction Using Global and Local Features
DOI: https://doi.org/10.1109/embc40787.2023.10340355
[2023] An Intra- and Inter-Modality Fusion Model with Invariant- and Specific-Constraints Using MR Images for Prediction of Glioma Isocitrate Dehydrogenase Mutation Status
DOI: https://doi.org/10.18178/joig.11.4.321-329
[2023] Protocol for nuclear dissociation of the adult C. elegans for single-nucleus RNA sequencing and its application for mapping environmental responses
DOI: https://doi.org/10.1016/j.xpro.2023.102756
[2023] Systematic transcriptome-wide meta-analysis across endocrine disrupting chemicals reveals shared and unique liver pathways, gene networks, and disease associations
DOI: https://doi.org/10.1016/j.envint.2023.108339
[2023] DEA: Data-efficient augmentation for interpretable medical image segmentation
DOI: https://doi.org/10.1016/j.bspc.2023.105748
[2023] IS2Net: Intra-domain Semantic and Inter-domain Style Enhancement for Semi-supervised Medical Domain Generalization
DOI: https://doi.org/10.1145/3581783.3611861
[2023] HSVLT: Hierarchical Scale-Aware Vision-Language Transformer for Multi-Label Image Classification
DOI: https://doi.org/10.1145/3581783.3612159
[2023] An overview of XAI Algorithms
DOI: https://doi.org/10.1109/cacs60074.2023.10326174
[2023] Semi-Supervised Convolutional Vision Transformer with Bi-Level Uncertainty Estimation for Medical Image Segmentation
DOI: https://doi.org/10.1145/3581783.3611821
[2023] One-Step Synthesis of 3-(Fmoc-amino acid)-3,4-diaminobenzoic Acids
DOI: https://doi.org/10.1021/acsomega.3c06640
[2023] In-Depth Quantification of Cell Division and Elongation Dynamics at the Tip of Growing Arabidopsis Roots Using 4D Microscopy, AI-Assisted Image Processing and Data Sonification
DOI: https://doi.org/10.1093/pcp/pcad105
[2023] Integrating Spatial Prior Adapter for Enhancing SAM Performance in Medical Image Segmentation
DOI: https://doi.org/10.1109/gcce59613.2023.10315265
[2023] A Self-Attention Based Fusion Model of Radiomics and Deep Features for Early Recurrence Prediction in NSCLC
DOI: https://doi.org/10.1109/gcce59613.2023.10315672
[2023] Recommendations and guidelines for endoscope reprocessing: Current position statement of digestive endoscopic society of Taiwan
DOI: https://doi.org/10.1016/j.jmii.2023.12.001
[2023] Automatic Detection of Focal Liver Lesions in Multi-phase CT Images Using One-Stage Object Detectors
DOI: https://doi.org/10.1109/gcce59613.2023.10315552
[2023] 3D Facial Ethnicity Identification Using PointNet++ with Data Augmentation Based on Farthest Point Sampling
DOI: https://doi.org/10.1109/gcce59613.2023.10315345
[2023] A Self-Supervised Transformer-Based Model for Early Recurrence Prediction of HCC with Multimodal MRI
DOI: https://doi.org/10.1109/gcce59613.2023.10315652
[2023] A 3D Fusion U-Net with Dual CNN and Transformer Encoders for Lung Airway Segmentation
DOI: https://doi.org/10.1109/gcce59613.2023.10315547
[2023] Eye Gaze Correction Using Recurrent Residual U-net-based Conditional GAN(R2A-cGAN) with AdaIN
DOI: https://doi.org/10.1109/gcce59613.2023.10315415
[2023] A Multi-View Weighted Fusion Model for Segmentation of Infant Brain Ventricles with Hydrocephalus in MRI
DOI: https://doi.org/10.1109/gcce59613.2023.10315266
[2023] Noise Search Method of Controlling Image Transformation in Diffusion Model
DOI: https://doi.org/10.1109/gcce59613.2023.10315378
[2023] FreISH: A Database of Japanese Freshwater Fish in the Wild and Baseline Recognition Evaluations
DOI: https://doi.org/10.1109/gcce59613.2023.10315274
[2023] Tailored multi-organ segmentation with model adaptation and ensemble
DOI: https://doi.org/10.1016/j.compbiomed.2023.107467
[2023] FedEL: Federated ensemble learning for non-iid data
DOI: https://doi.org/10.1016/j.eswa.2023.121390
[2023] Adaptive Decomposition and Shared Weight Volumetric Transformer Blocks for Efficient Patch-Free 3D Medical Image Segmentation
DOI: https://doi.org/10.1109/jbhi.2023.3305830
[2023] Robust Zero Watermarking Algorithm for Medical Images Based on Improved NasNet-Mobile and DCT
DOI: https://doi.org/10.3390/electronics12163444
[2023] SLViT: Scale-Wise Language-Guided Vision Transformer for Referring Image Segmentation
DOI: https://doi.org/10.24963/ijcai.2023/144
[2023] A Boundary-Enhanced Liver Segmentation Network for Multi-Phase CT Images with Unsupervised Domain Adaptation
DOI: https://doi.org/10.3390/bioengineering10080899
[2023] Unsupervised Domain Adaptation Using Fourier Phase Enhanced Training Images for Liver Tumors Detection in Multi-phase CT Images
DOI: https://doi.org/10.1109/embc40787.2023.10340608

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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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