Research graph

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Admitted local publications that cite nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation.

Thoracic Intermuscular Adiposity, Coronary Microvascular Dysfunction, and Prognosis After Cardiac Surgery

2026 · crossref-doi · confidence 1

Uncertainty-aware auto-segmentation enables adaptive radiotherapy planning of liver metastases

2026 · crossref-doi · confidence 1

Intrinsic dimension for evaluating and analyzing neural networks for medical image segmentation

2027 · crossref-doi · confidence 1

Prediction of humeral torsion from proximal humerus computed tomography is enabled by three-dimensional estimation of the transepicondylar axis using deep learning

2026 · crossref-doi · confidence 1

CDPDNet: Integrating text guidance with hybrid vision encoders for medical image segmentation

2026 · crossref-doi · confidence 1

HSF-Net: a hybrid-scale fusion network for intracranial aneurysm segmentation in CTA images

2026 · crossref-doi · confidence 1

Choroid plexus asymmetry on routine MRI as an imaging signature of breast cancer brain metastasis

2026 · crossref-doi · confidence 1

A robust and scalable image analysis framework for phenotyping human thoracic aorta

2026 · crossref-doi · confidence 1

LuTuFlow: a deep learning-based pipeline for quantitative characterization of mouse lung tumors in CT imaging

2026 · crossref-doi · confidence 1

GaNDLF: the generally nuanced deep learning framework for scalable end-to-end clinical workflows

2023 · crossref-doi · confidence 1

A public-data reproducibility benchmark of a 2.5-D U-Net with a slice-level topology term for type-B aortic dissection segmentation

2026 · crossref-doi · confidence 1

Validation of aortic valve calcification quantification on contrast-enhanced computed tomography against ex vivo gravimetric analysis: comparison of fixed Hounsfield unit thresholds and deep learning segmentation

2026 · crossref-doi · confidence 1

Mamba-DACR: Direction-Aware Connectivity-Refinement Network for Tiny Vessel Segmentation

2026 · crossref-doi · confidence 1

AutoLMISeg: A Fully Automated Pipeline for 3D Lumbar Muscle Volumetry and Densitometry on CT — Technical Validation Against an Operator-Driven Workflow

2026 · crossref-doi · confidence 1

EACC: An Entropy-Based Adversarial UDA Network with Inter-domain Channel-Wise Similarity Regularization and Pixel-Wise Contrastive Learning

2026 · crossref-doi · confidence 1

BWS-Net: An Optimal Deep Learning Architecture for the Anterior Bladder Wall Segmentation Using Ultrasound Imaging

2026 · crossref-doi · confidence 1

Cell segmentation and representation with shape priors

2023 · crossref-doi · confidence 1

M²B-Net: a lightweight multi-scale multi-attention boundary-aware network for liver tumor segmentation from CT images

2026 · crossref-doi · confidence 1

Rethinking Feature Interactions for Medical Image Segmentation: A Unified Hierarchical Aggregation Framework With Boundary Guidance

2026 · crossref-doi · confidence 1

MedSegAgent: A Universal and Scalable Multi-Agent System for Instructive Medical Image Segmentation

2026 · crossref-doi · confidence 1

Diffusion-Based Quality Control of Medical Image Segmentations Across Organs

2026 · crossref-doi · confidence 1

Wavelet-Driven Spatial Frequency Mamba Network for Spine Image Segmentation

2026 · crossref-doi · confidence 1

SCOPE-Med: Structure-Preserving and Contour-Oriented Pseudo-Label Reconstruction for mixed-domain semi-supervised medical image segmentation

2027 · crossref-doi · confidence 1

AI-Driven Quantitative Analysis of Pathological Images for Membranous Nephropathy Across Macro and Micro Modalities

2026 · crossref-doi · confidence 1

Deconver: A Deconvolutional Network for Medical Image Segmentation

2026 · crossref-doi · confidence 1

VSS-SAM++: Visual State Space-Aware SAM for 3-D Medical Image Segmentation

2026 · crossref-doi · confidence 1

DiffShape: Decoupling Shape Priors With Conditional Diffusion for Robust Brain Extraction

2026 · crossref-doi · confidence 1

Kolmogorov Arnold UNet with channel aware encoding for white blood cell segmentation

2026 · crossref-doi · confidence 1

FedBound a boundary aware optimization strategy for federated medical image segmentation under non IID data

2026 · crossref-doi · confidence 1

Stroke onset time estimation from NCCT with censoring-aware learning and robustness to infarct segmentation uncertainty

2026 · crossref-doi · confidence 1

A multimodal deep learning model predicting hyperprogressive disease for PD-1 blockade in advanced hepatocellular carcinoma

2026 · crossref-doi · confidence 1

A Review of Computational Phantoms for Quality Assurance in Radiology and Radiotherapy in the Deep-Learning Era

2022 · crossref-doi · confidence 1

Quantitative CT-derived lobar inter-tapering as a candidate imaging feature associated with airway-predominant non-emphysematous COPD

2026 · crossref-doi · confidence 1

Multimodal Deep Learning Fusion for Lung Cancer Subtype Differentiation from CT and PET Imaging

2026 · crossref-doi · confidence 1

MRI Image Segmentation Algorithm for Temporomandibular Joint Discs and Condyles Based on the Improved nnU-Net Framework

2026 · crossref-doi · confidence 1

Deep learning–derived abdominal adiposity phenotypes and 28-day mortality in sepsis

2026 · crossref-doi · confidence 1

DABS-Net: A Dual-branch Adaptive Boundary-Structure Network for carotid intima-media complex segmentation

2027 · crossref-doi · confidence 1

Attention based noise-aware segmentation network (ANSN): leveraging attention mechanisms for noisy MR image segmentation

2026 · crossref-doi · confidence 1

Benchmarking foundation models for tumor segmentation across multiple cancer types

2026 · crossref-doi · confidence 1

Multiplexed 3D virtual histology enables in situ mapping of meibomian gland innervation

2026 · crossref-doi · confidence 1

Classification of histology and molecular subtypes of brain gliomas and glioneuronal and neuronal tumors using a deep learning approach

2026 · crossref-doi · confidence 1

Computational modelling of bone growth and mineralization surrounding biodegradable Mg-based and permanent Ti implants

2025 · crossref-doi · confidence 1

Deep learning-based 3D forensic facial reconstruction: a volumetric morphological inference approach using a skull-conditioned U-Net

2026 · crossref-doi · confidence 1

KPIs 2024 challenge: Advancing glomerular segmentation from patch- to slide-level

2026 · crossref-doi · confidence 1

Clinician-supervised multimodal AI orchestration in spine care: evidence, framework, and future directions

2026 · crossref-doi · confidence 1

Dual supervised sampling networks for real-time segmentation of cervical cell nucleus

2022 · crossref-doi · confidence 1

Fully Automated Segmentation of [ 18 F]FDG and [ 68 Ga]/[ 18 F]PSMA PET/CT Images via Data-Centric Deep Learning

2026 · crossref-doi · confidence 1

Deep learning–enhanced single-shot triorganelle STED-FLIM imaging of lipid dynamics in living cells

2026 · crossref-doi · confidence 1

Anatomy-informed multi-task framework for visceral artery aneurysm screening on non-contrast CT

2026 · crossref-doi · confidence 1

Instant3D: A Lightweight Open-Source GUI Frontend for TotalSegmentator-Based Medical Image Segmentation and 3D Reconstruction

2026 · crossref-doi · confidence 1

MSRepaint: Multiple Sclerosis Repaint with conditional denoising diffusion implicit model for bidirectional lesion filling and synthesis

2027 · crossref-doi · confidence 1

An Explainable Multimodal Model for Assessing Mucosal Healing in Small Bowel Crohn’s Disease: A Multicenter Study with Prospective Validation

2026 · crossref-doi · confidence 1

Physics and Morphology Constrained Quantitative Susceptibility Based Segmentation of Cerebral Veins

2026 · crossref-doi · confidence 1

Segment Anything Model 2: An Application to 2D and 3D Medical Images

2026 · crossref-doi · confidence 1

Photon-counting Detector CT Spectral Reconstructions for Radiomics-based Liver Lesion Classification

2026 · crossref-doi · confidence 1

Digital Twins in Oncology: From Multimodal Data Integration to Precision Clinical Practice

2026 · crossref-doi · confidence 1

End-to-End PET/CT Interpretation and Quantification with an LLM-Orchestrated AI Agent: A Real-World Pilot Study

2026 · crossref-doi · confidence 1

NHPVS: a nodule-aware deep learning method for high-abundance pulmonary vessel segmentation on chest CT

2026 · crossref-doi · confidence 1

LiteFreqMamba:lightweight frequency-enhanced Mamba for efficient 3D brain tumor segmentation

2026 · crossref-doi · confidence 1

3D ViT network with selective feature enhancement and cross-dimensional interaction for colorectal T-stage classification in CT images

2026 · crossref-doi · confidence 1