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Machine Learning in Medical Imaging

By Zhiming Cui

Machine Learning in Medical Imaging

By Zhiming Cui

0 - Default Title
Description
.- LGE-Guided Cross-Modality Contrastive Learning for Gadolinium-Free Cardiomyopathy Screening in Cine CMR..- Facial Model Assisted Shape Prediction for Orthognathic Surgery..- Joint Motion Correction of Multi-Atlas Functional Connectivity during Infancy..- 3D-ReVert: 3D Reconstruction of Vertebrae from a Single Radiograph for Minimally Invasive Spine Surgery..- VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation..- gResDM: A Graph-driven Residual Diffusion Model for Accelerating DWI Data Acquisition..- Semi-Supervised 3D Medical Segmentation from 2D Natural Images Pretrained Model..- Regional Hausdorff Distance Losses for Medical Image Segmentation..- Identification of functional brain dynamics based on structural connectivity constrained functional time series..- MR-CLIP: Efficient Metadata-Guided Learning of MRI Contrast Representations..- Lightweight Hypercomplex MRI Reconstruction: A Generalized Kronecker-Parameterized Approach..- Leveraging self-supervised pretraining using transformers for enhanced lung nodule detection in CT scans..- From Action to Anatomy - Countering Data Scarcity with Video-Based Training for Ill-Posed MRI Problems..- Auditing Significance, Metric Choice, and Demographic Fairness in Medical AI Challenges..- Synthesis of Abdominal Contrast-Enhanced CT using Diffusion-based Spatial Transform Control..- AMD-Mamba: A Phenotype-Aware Multi-Modal Framework for Robust AMD Prognosis..- DEnPL: Improved Classification in Imbalanced Medical Datasets via Data-Engineered Prototypical Metric Loss..- A Detail-preserving Latent Diffusion Model for Arbitrarily Accelerated MR Imaging..- TransGATNet: Hybrid Temporal-Frequency Features with Graph-Attention Transformers for Sleep Staging in OSA Patients..- U-DFA: A Unified DINOv2-Unet with Dual Fusion Attention for Multi-Dataset Medical Segmentation..- UniDis: Universal Distillation for Efficient and Personalized Pathology Diagnosis..- End-to-end Cortical Surface Reconstruction from Clinical Magnetic Resonance Images..- Brain Network Mamba: A Bi-directional State-Space Model for Brain Network Analysis on rs-fMRI..- Emerging Semantic Segmentation from Positive and Negative Coarse Label Learning..- ClinicalFMamba: Advancing Clinical Assessment using Mamba-based Multimodal Neuroimaging Fusion..- TissueAgeNet: Quantitative Textual Guidance for Tissue Level Brain Age Estimation..- Surface-Guided Construction of 4D Volumetric Atlases of Fetal Brains..- Radiogenomic Bipartite Graph Representation Learning for Alzheimer's Disease Detection..- Feature Imputation for Missing Modalities in Multimodal Ultrasound..- CCMorph: Conditional Contrastive Learning for Unsupervised Medical Image Registration..- CAC-MAE: A Calcification-aware Masked Autoencoder for Cardiovascular Disease Risk Assessment on Low-Dose CT..- HiT-ULM: Hierarchical Temporal Dynamics Learning for Efficient Clinical Ultrasound Localization Microscopy..- Policy to Assist Iteratively Local Segmentation: Optimising Modality and Location Selection for Prostate Cancer Localisation..- Domain Adaptation for Ulcerative Colitis Severity Estimation Using Patient-Level Diagnoses..- AREPAS: Anomaly Detection in Fine-Grained Anatomy with Reconstruction based Semantic Patch Scoring..- Beyond Pixels: Medical Image Quality Assessment with Implicit Neural Representations..- Medical Referring Image Segmentation: Addressing Multi-Lesion Reference and Annotation Uncertainty via Vision-Language Fusion..- Towards Generalizable Clinical Knowledge Discovery for Radiology Report Generation..- Weighted Mean Frequencies: a handcraft Fourier feature for 4D Flow MRI segmentation..- ConnecToMind: Connectome-Aware fMRI Decoding for Visual Image Reconstruction..- Segmentation of glioblastoma infiltration using hybrid labels from MRI and [18F]FET PET..- Patch-level attribution of multimodal fracture risk prediction..- Scheduled Cross-Domain Multi-Center DINO for Robust High-Cont
Product details
Binding:
Paperback
Number of Pages:
700
Release Date:
2026-01-03
Publication Date:
2026-01-03
Publisher:
Springer
Languages:
Original: English
ISBN10:
3032095123
ISBN13:
9783032095121
GPSR Manufacturer Reference:
[email protected]
Weight:
1042 g
Height:
155 cm
Width:
235 cm
Thickness:
38 cm
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