Publications | MacsLABhttps://jbnu.macs.or.kr/ko/publication/PublicationsHugo Blox Builder (https://hugoblox.com)koSat, 25 Apr 2026 00:00:00 +0000https://jbnu.macs.or.kr/media/icon_hu006eacee63deb1d8999057a3cbfdb748_78083_512x512_fill_lanczos_center_3.pngPublicationshttps://jbnu.macs.or.kr/ko/publication/PRIME: Ultra-Low-Rank Principal-Residual Model Merginghttps://jbnu.macs.or.kr/ko/publication/0040-prime-ultra-low-rank-principal-residual-model-merging/Sat, 25 Apr 2026 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0040-prime-ultra-low-rank-principal-residual-model-merging/Human-Intervention Segmentation via Federated Intent Embedding and Multi-Mask Recommendationhttps://jbnu.macs.or.kr/ko/publication/0041-human-intervention-segmentation-via-federated-intent-embedding-and-multi-mask-recommendation/Wed, 01 Apr 2026 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0041-human-intervention-segmentation-via-federated-intent-embedding-and-multi-mask-recommendation/Bayesian Multiclass Segmentation for Remote Sensing: Integrating User Priors and Uncertaintyhttps://jbnu.macs.or.kr/ko/publication/0039-bayesian-multi-class-segmentation-for-remote-sensing-integrating-user-priors-and-uncertainty/Mon, 23 Feb 2026 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0039-bayesian-multi-class-segmentation-for-remote-sensing-integrating-user-priors-and-uncertainty/TCP: Context-Aware Pooling via Top-k% Activation Selectionhttps://jbnu.macs.or.kr/ko/publication/0028-context-aware-pooling-via-top-k-activation-selection/Sat, 31 Jan 2026 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0028-context-aware-pooling-via-top-k-activation-selection/Human-Centered Personalization in Radiology AI: Evaluating Trust, Usability, and Cross-Hospital Robustnesshttps://jbnu.macs.or.kr/ko/publication/0027-human-centered-personalization-in-radiology-ai/Fri, 30 Jan 2026 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0027-human-centered-personalization-in-radiology-ai/Anatomy-Aware Distillation with Memory-Augmented SAM2 for Fracture Detectionhttps://jbnu.macs.or.kr/ko/publication/0038-anatomy-aware-distillation-with-memory-augmented-sam2-for-fracture-detection-ksc2025/Tue, 16 Dec 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0038-anatomy-aware-distillation-with-memory-augmented-sam2-for-fracture-detection-ksc2025/Field Validated Hybrid ESP-NOW and Long Range IoT Monitoring System for Energy Autonomous Precision Agriculturehttps://jbnu.macs.or.kr/ko/publication/0030-field-validated-hybrid-esp-now-and-long-range-iot-monitoring-system-for-energy-autonomous-precision-agriculture/Mon, 08 Dec 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0030-field-validated-hybrid-esp-now-and-long-range-iot-monitoring-system-for-energy-autonomous-precision-agriculture/Anatomy-Aware Distillation with Memory-Augmented SAM2 for Fracture Detectionhttps://jbnu.macs.or.kr/ko/publication/0033-anatomy-aware-distillation-with-memory-augmented-sam2-for-fracture-detection/Fri, 07 Nov 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0033-anatomy-aware-distillation-with-memory-augmented-sam2-for-fracture-detection/SAM2-based Bayesian Prompt Adaptation for Cross-Modality Medical Segmentationhttps://jbnu.macs.or.kr/ko/publication/0034-sam2-based-bayesian-prompt-adaptation-for-cross-modality-medical-segmentation/Fri, 07 Nov 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0034-sam2-based-bayesian-prompt-adaptation-for-cross-modality-medical-segmentation/Memory-Guided Personalization for Physician-Specific Diagnostic Inferencehttps://jbnu.macs.or.kr/ko/publication/0032-memory-guided-personalization-for-physician-specific-diagnostic-inference/Sun, 19 Oct 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0032-memory-guided-personalization-for-physician-specific-diagnostic-inference/Patient-Centric Statistical Multi-Modal Fusion for Medical Diagnosis: Integrating DICOM, Radiomics, and Patient Attributeshttps://jbnu.macs.or.kr/ko/publication/0031-patient-centric-statistical-multi-modal-fusion-for-medical-diagnosis-integrating-dicom-radiomics-and-patient-attributes/Sun, 19 Oct 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0031-patient-centric-statistical-multi-modal-fusion-for-medical-diagnosis-integrating-dicom-radiomics-and-patient-attributes/Statistical Latent Manifold-Guided Framework for Generative Super-Resolutionhttps://jbnu.macs.or.kr/ko/publication/0037-statistical-latent-manifold-guided-framework-for-generative-super-resolution-aixmhc2025/Wed, 15 Oct 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0037-statistical-latent-manifold-guided-framework-for-generative-super-resolution-aixmhc2025/Statistical Multi-Modal Fusion for Patient-Centric Medical Diagnosis Using DICOMhttps://jbnu.macs.or.kr/ko/publication/0036-statistical-multi-modal-fusion-for-patient-centric-medical-diagnosis-using-dicom/Wed, 15 Oct 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0036-statistical-multi-modal-fusion-for-patient-centric-medical-diagnosis-using-dicom/Expert-level differentiation of incomplete Kawasaki disease and pneumonia from echocardiography via multiple large receptive attention mechanismshttps://jbnu.macs.or.kr/ko/publication/0029-expert-level-differentiation-of-incomplete-kawasaki-disease-and-pneumonia-from-echocardiography-via-multiple-large-receptive-attention-mechanisms/Mon, 01 Sep 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0029-expert-level-differentiation-of-incomplete-kawasaki-disease-and-pneumonia-from-echocardiography-via-multiple-large-receptive-attention-mechanisms/Statistical Latent Manifold-Guided Framework for Generative Super-Resolutionhttps://jbnu.macs.or.kr/ko/publication/0035-statistical-latent-manifold-guided-framework-for-generative-super-resolution/Wed, 02 Jul 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0035-statistical-latent-manifold-guided-framework-for-generative-super-resolution/Real-time Self-supervised Ultrasound Image Enhancement Using Test-Time Adaptation for Sophisticated Rotator Cuff Tear Diagnosishttps://jbnu.macs.or.kr/ko/publication/0026-real-time-self-supervised-ultrasound-image-enhancement-using-test-time-adaptation-for-sophisticated-rotator-cuff-tear-diagnosis/Mon, 31 Mar 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0026-real-time-self-supervised-ultrasound-image-enhancement-using-test-time-adaptation-for-sophisticated-rotator-cuff-tear-diagnosis/Interactive Few-shot Online Adaptation for User-Guided Segmentation in Aerial Imageshttps://jbnu.macs.or.kr/ko/publication/0025-interactive-few-shot-online-adaptation-for-user-guided-segmentation-in-aerial-images/Mon, 03 Mar 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0025-interactive-few-shot-online-adaptation-for-user-guided-segmentation-in-aerial-images/Connectome Mapping: Shape-Memory Network via Interpretation of Contextual Semantic Informationhttps://jbnu.macs.or.kr/ko/publication/0023-connectome-mapping-shape-memory-network-via-interpretation-of-contextual-semantic-information/Thu, 23 Jan 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0023-connectome-mapping-shape-memory-network-via-interpretation-of-contextual-semantic-information/SoN: Selective Optimal Network for Smartphone-based Indoor Localization in Real-timehttps://jbnu.macs.or.kr/ko/publication/0024-selective-optimal-network-for-smartphone-based-indoor-localization-in-real-time/Mon, 20 Jan 2025 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0024-selective-optimal-network-for-smartphone-based-indoor-localization-in-real-time/Machine Learning-Enhanced Skull-Universal Acoustic Hologram for Efficient Transcranial Ultrasound Neuromodulation Across Varied Rodent Skullshttps://jbnu.macs.or.kr/ko/publication/0022-machine-learning-enhanced-skull-universal-acoustic-hologram-for-efficient-transcranial-ultrasound-neuromodulation-across-varied-rodent-skulls/Sun, 01 Dec 2024 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0022-machine-learning-enhanced-skull-universal-acoustic-hologram-for-efficient-transcranial-ultrasound-neuromodulation-across-varied-rodent-skulls/Fine-Grained Binary Object Segmentation in Remote Sensing Imagery via Path-Selective Test-Time Adaptationhttps://jbnu.macs.or.kr/ko/publication/0020-fine-grained-binary-object-segmentation-in-remote-sensing-imagery-via-path-selective-test-time-adaptation/Wed, 20 Mar 2024 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0020-fine-grained-binary-object-segmentation-in-remote-sensing-imagery-via-path-selective-test-time-adaptation/Predicting Obstructive Sleep Apnea Based on Computed Tomography Scan Using Deep Learning Modelshttps://jbnu.macs.or.kr/ko/publication/0021-predicting-obstructive-sleep-apnea-based-on-computed-tomography-scan-using-deep-learning-models/Tue, 12 Mar 2024 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0021-predicting-obstructive-sleep-apnea-based-on-computed-tomography-scan-using-deep-learning-models/Intelligent Bladder Volume Monitoring for Wearable Ultrasound Devices: Enhancing Accuracy through Deep Learning-based Coarse-to-Fine Shape Estimationhttps://jbnu.macs.or.kr/ko/publication/0019-bladder/Fri, 05 Jan 2024 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0019-bladder/Fine-Tuning Network in Federated Learning for Personalized Skin Diagnosishttps://jbnu.macs.or.kr/ko/publication/0018-fine-tuning-network-in-federated-learning-for-personalized-skin-diagnosis/Sun, 01 Oct 2023 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0018-fine-tuning-network-in-federated-learning-for-personalized-skin-diagnosis/Self-supervised Domain Adaptive Segmentation of Breast Cancer Via Test-time Fine-Tuninghttps://jbnu.macs.or.kr/ko/publication/0017-self-supervised-domain-adaptive-segmentation-of-breast-cancer-via-test-time-fine-tuning/Sun, 01 Oct 2023 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0017-self-supervised-domain-adaptive-segmentation-of-breast-cancer-via-test-time-fine-tuning/USIM Gate: Upsampling Module for Segmenting Precise Boundaries Concerning Entropyhttps://jbnu.macs.or.kr/ko/publication/0016-usim-gate--upsampling-module-for-segmenting-precise-boundaries-concerning-entropy/Thu, 27 Apr 2023 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0016-usim-gate--upsampling-module-for-segmenting-precise-boundaries-concerning-entropy/CSS-Net: Classification and Substitution for Segmentation of Rotator Cuff Tearhttps://jbnu.macs.or.kr/ko/publication/0015-css-net--classification-and-substitution-for-segmentation-of-rotator-cuff-tear/Thu, 08 Dec 2022 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0015-css-net--classification-and-substitution-for-segmentation-of-rotator-cuff-tear/Stochastic Adaptive Activation Functionhttps://jbnu.macs.or.kr/ko/publication/0014-stochastic-adaptive-activation-function/Sun, 04 Dec 2022 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0014-stochastic-adaptive-activation-function/Deep-Learning Model Associating Lateral Cervical Radiographic Features with Cormack--lehane Grade 3 Or 4 Glottic Viewhttps://jbnu.macs.or.kr/ko/publication/0013-deep-learning-model-associating-lateral-cervical-radiographic-features-with-cormack--lehane-grade-3-or-4-glottic-view/Wed, 05 Oct 2022 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0013-deep-learning-model-associating-lateral-cervical-radiographic-features-with-cormack--lehane-grade-3-or-4-glottic-view/USG-Net: Deep Learning-based Ultrasound Scanning-Guide for an Orthopedic Sonographerhttps://jbnu.macs.or.kr/ko/publication/0012-usg-net--deep-learning-based-ultrasound-scanning-guide-for-an-orthopedic-sonographer/Sat, 17 Sep 2022 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0012-usg-net--deep-learning-based-ultrasound-scanning-guide-for-an-orthopedic-sonographer/Multi-task and Few-shot Learning-based Fully Automatic Deep Learning Platform for Mobile Diagnosis of Skin Diseaseshttps://jbnu.macs.or.kr/ko/publication/0010-multi-task-and-few-shot-learning-based-fully-automatic-deep-learning-platform-for-mobile-diagnosis-of-skin-diseases/Mon, 25 Jul 2022 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0010-multi-task-and-few-shot-learning-based-fully-automatic-deep-learning-platform-for-mobile-diagnosis-of-skin-diseases/Speckle Reduction Via Deep Content-aware Image Prior for Precise Breast Tumor Segmentation in an Ultrasound Imagehttps://jbnu.macs.or.kr/ko/publication/0011-speckle-reduction-via-deep-content-aware-image-prior-for-precise-breast-tumor-segmentation-in-an-ultrasound-image/Mon, 25 Jul 2022 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0011-speckle-reduction-via-deep-content-aware-image-prior-for-precise-breast-tumor-segmentation-in-an-ultrasound-image/Intelligent Smartphone-based Multimode Imaging Otoscope for the Mobile Diagnosis of Otitis Mediahttps://jbnu.macs.or.kr/ko/publication/0009-intelligent-smartphone-based-multimode-imaging-otoscope-for-the-mobile-diagnosis-of-otitis-media/Tue, 23 Nov 2021 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0009-intelligent-smartphone-based-multimode-imaging-otoscope-for-the-mobile-diagnosis-of-otitis-media/Self-Mutating Network for Domain Adaptive Segmentation in Aerial Imageshttps://jbnu.macs.or.kr/ko/publication/0008-self-mutating-network-for-domain-adaptive-segmentation-in-aerial-images/Sun, 17 Oct 2021 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0008-self-mutating-network-for-domain-adaptive-segmentation-in-aerial-images/Boundary-oriented Binary Building Segmentation Model with Two Scheme Learning for Aerial Imageshttps://jbnu.macs.or.kr/ko/publication/0007-boundary-oriented-binary-building-segmentation-model-with-two-scheme-learning-for-aerial-images/Mon, 26 Jul 2021 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0007-boundary-oriented-binary-building-segmentation-model-with-two-scheme-learning-for-aerial-images/Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environmenthttps://jbnu.macs.or.kr/ko/publication/0006-federated-learning-for-thyroid-ultrasound-image-analysis-to-protect-personal-information--validation-study-in-a-real-health-care-environment/Tue, 18 May 2021 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0006-federated-learning-for-thyroid-ultrasound-image-analysis-to-protect-personal-information--validation-study-in-a-real-health-care-environment/Local Similarity Siamese Network for Urban Land Change Detection on Remote Sensing Imageshttps://jbnu.macs.or.kr/ko/publication/0005-local-similarity-siamese-network-for-urban-land-change-detection-on-remote-sensing-images/Fri, 26 Mar 2021 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0005-local-similarity-siamese-network-for-urban-land-change-detection-on-remote-sensing-images/Imbalanced Loss-Integrated Deep-Learning-based Ultrasound Image Analysis for Diagnosis of Rotator-Cuff Tearhttps://jbnu.macs.or.kr/ko/publication/0004-imbalanced-loss-integrated-deep-learning-based-ultrasound-image-analysis-for-diagnosis-of-rotator-cuff-tear/Mon, 22 Mar 2021 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0004-imbalanced-loss-integrated-deep-learning-based-ultrasound-image-analysis-for-diagnosis-of-rotator-cuff-tear/Domain Adaptive Transfer Attack-based Segmentation Networks for Building Extraction from Aerial Imageshttps://jbnu.macs.or.kr/ko/publication/0003-domain-adaptive-transfer-attack-based-segmentation-networks-for-building-extraction-from-aerial-images/Fri, 31 Jul 2020 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0003-domain-adaptive-transfer-attack-based-segmentation-networks-for-building-extraction-from-aerial-images/Fully-automatic Deep Learning-based Analysis for Determination of the Invasiveness of Breast Cancer Cells in an Acoustic Traphttps://jbnu.macs.or.kr/ko/publication/0002-fully-automatic-deep-learning-based-analysis-for-determination-of-the-invasiveness-of-breast-cancer-cells-in-an-acoustic-trap/Mon, 11 May 2020 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0002-fully-automatic-deep-learning-based-analysis-for-determination-of-the-invasiveness-of-breast-cancer-cells-in-an-acoustic-trap/Wide-field 3D Ultrasound Imaging Platform with a Semi-Automatic 3D Segmentation Algorithm for Quantitative Analysis of Rotator Cuff Tearshttps://jbnu.macs.or.kr/ko/publication/0001-wide-field-3d-ultrasound-imaging-platform-with-a-semi-automatic-3d-segmentation-algorithm-for-quantitative-analysis-of-rotator-cuff-tears/Mon, 06 Apr 2020 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0001-wide-field-3d-ultrasound-imaging-platform-with-a-semi-automatic-3d-segmentation-algorithm-for-quantitative-analysis-of-rotator-cuff-tears/Smartphone-based Spectral Imaging Otoscope: System Development and Preliminary Study for Evaluation of Its Potential As a Mobile Diagnostic Toolhttps://jbnu.macs.or.kr/ko/publication/0000-smartphone-based-spectral-imaging-otoscope--system-development-and-preliminary-study-for-evaluation-of-its-potential-as-a-mobile-diagnostic-tool/Thu, 05 Mar 2020 00:00:00 +0000https://jbnu.macs.or.kr/ko/publication/0000-smartphone-based-spectral-imaging-otoscope--system-development-and-preliminary-study-for-evaluation-of-its-potential-as-a-mobile-diagnostic-tool/