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Bildverarbeitung für die Medizin 2023

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Cover of 'Bildverarbeitung für die Medizin 2023'

Table of Contents

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    Book Overview
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    Chapter 1 Keynote: Beyond Supervised Learning
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    Chapter 2 Keynote: Fully Automated Bone Removal in CBCT of the Lower Body Stem
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    Chapter 3 Extending Tempcyclegan for Virtual Augmentation of Gastrointestinal Endoscopy Training Simulators
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    Chapter 4 Abstract: Fiducial Marker Recovery and Detection From Severely Truncated Data in Navigation-assisted Spine Surgery
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    Chapter 5 Abstract: C-arm Positioning for Standard Projections During Spinal Implant Placement
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    Chapter 6 Abstract: Shape-based Segmentation of Retinal Layers and Fluids in OCT Image Data
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    Chapter 7 Extending nnU-Net Is All You Need
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    Chapter 8 Abstract: Liver Tumor Segmentation in Late-phase MRI using Multi-model Training and an Anisotropic U-Net
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    Chapter 9 Automatic Vertebrae Segmentation in MR Volumes
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    Chapter 10 Learnable Slice-to-volume Reconstruction for Motion Compensation in Fetal Magnetic Resonance Imaging
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    Chapter 11 A Vesselsegmentation-based CycleGAN for Unpaired Multi-modal Retinal Image Synthesis
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    Chapter 12 Enhancing Medical Image Segmentation with Anatomy-aware Label Dependency
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    Chapter 13 Double Grad-CAM Guidance for Improved MRI-based Pseudo-CT Synthesis
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    Chapter 14 Planning of Spherical Volumes for Treating Renal Tumors by Thermal Ablation with Tissue Shrinkage Estimation
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    Chapter 15 Cerebral Vessel Tree Estimation from Non-contrast CT using Deep Learning Methods
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    Chapter 16 Abstract: Trainable Joint Bilateral Filters for Enhanced Prediction Stability in Low-dose CT
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    Chapter 17 Improved Tractography by Means of DL-based DWI Image Enhancement
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    Chapter 18 Deep Learning Approaches for Contrast Removal from Contrast-enhanced CT
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    Chapter 19 Unsupervised Super Resolution in X-ray Microscopy using a Cycle-consistent Generative Model
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    Chapter 20 McLabel
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    Chapter 21 WEB-ANEULYSIS
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    Chapter 22 Towards Clinical Translation of Deep Learning-based Classification of DSA Image Sequences for Stroke Treatment
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    Chapter 23 Leveraging Semantic Information for Sonographic Wrist Fracture Assessment Within Children
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    Chapter 24 Applicability of BI-RADS Criteria for Deep Learning-based Classification of Suspicious Masses in Sonograms
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    Chapter 25 Abstract: Tattoo-Tomographie
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    Chapter 26 Abstract: the MIDOG Challenge 2021
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    Chapter 27 Limits of Human Expert Ensembles in Mitosis Multi-expert Ground Truth Generation
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    Chapter 28 Detection of Pulmonary Embolisms in NCCT Data Using nnDetection
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    Chapter 29 Exploring the Effects of Contrastive Learning on Homogeneous Medical Image Data
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    Chapter 30 Dataset Pruning using Evolutionary Optimization
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    Chapter 31 Abstract: Towards Real-world Federated Learning in Medical Image Analysis using Kaapana
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    Chapter 32 Compact Convolutional Transformers on Edge TPUs
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    Chapter 33 Automated Thrombus Segmentation in Stroke NCCT Incorporating Clinical Data
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    Chapter 34 Geometric Deep Learning Vascular Domain Segmentation
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    Chapter 35 CNN-based Whole Breast Segmentation in Longitudinal High-risk MRI Study
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    Chapter 36 Automatic Lung Nodule Segmentation in CT Imaging using an Improved 3D-Res2Unet
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    Chapter 37 Automated Deep-learning-based Vertebral Body Localization and Instance Segmentation for Osteoporosis Assessment using CT
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    Chapter 38 Mitigating Unknown Bias in Deep Learning-based Assessment of CT Images DeepTechnome
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    Chapter 39 Taming Detection Transformers for Medical Object Detection
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    Chapter 40 Deep Learning-based Subtyping of Atypical and Normal Mitoses using a Hierarchical Anchor-free Object Detector
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    Chapter 41 Abstract: Automated Detection and Quantification of Brain Metastases on Clinical MRI Data using CNNs
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    Chapter 42 Abstract: Determination of Unknown Biomechanical Parameters of a Screw-vertebra MBS Model
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    Chapter 43 Challenge Results are not Reproducible
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    Chapter 44 Abstract: Is Medical Chest X-ray Data Anonymous?
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    Chapter 45 Abstract: Pan-tumor CAnine CuTaneous Cancer Histology (CATCH) Dataset
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    Chapter 46 Multi-scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology Dataset
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    Chapter 47 Weakly-supervised Temporal Segmentation of Cell-cycle Stages with Center-cell Focus using Recurrent Neural Networks
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    Chapter 48 Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays
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    Chapter 49 Deep Learning-based Automatic Assessment of AgNOR-scores in Histopathology Images
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    Chapter 50 Unsupervised detection of Small Hyperreflective Features in Ultrahigh Resolution Optical Coherence Tomography
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    Chapter 51 Comparison of CNN Architectures for Detecting Alzheimer’s Disease using Relevance Maps
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    Chapter 52 Abstract: Deep Geometric Supervision Improves Spatial Generalization in Orthopedic Surgery Planning
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    Chapter 53 Abstract: Deep-learning on Lossily Compressed Pathology Images
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    Chapter 54 Contrastive Representations for Unsupervised Anomaly Detection and Localization
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    Chapter 55 Abstract: AUCMEDI
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    Chapter 56 Cavity Segmentation in X-ray Microscopy Scans of Mouse Tibiae
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    Chapter 57 Abstract: A Spatiotemporal Model for Precise and Efficient Fully-automatic 3D Motion Correction in OCT
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    Chapter 58 Label Efficient Classification in Liquid Biopsy Data by Self-supervision
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    Chapter 59 Motif Analysis of Resting-state and Stimulus-driven fMRI Networks with Special Focus on Neurotransmitter-specific Subnetworks 2023
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    Chapter 60 Detection of Arterial Occlusion on Magnetic Resonance Angiography of the Thigh using Deep Learning
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    Chapter 61 Localizable Instruments for Navigated Treatment of Ischemic Stroke
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    Chapter 62 Needle Tip Tracking During CT-guided Interventions using Fuzzy Segmentation
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    Chapter 63 Deep Learning-based Marker-less Pose Estimation of Interventional Tools using Surrogate Keypoints
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    Chapter 64 Abstract: Implementation of a Real-time 3D-thermometry Pipeline in Gadgetron for Easy Clinical Integration
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    Chapter 65 Matching Endoscopic 3D Image Data with 4D Echocardiographic Data for Extended Reality Support in Mitral Valve Repair Surgery
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    Chapter 66 Cross-modality Training Approach for CT Super-resolution Network
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    Chapter 67 Abstract: MOOD 2020
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Title
Bildverarbeitung für die Medizin 2023
Published by
Springer Fachmedien Wiesbaden, June 2023
DOI 10.1007/978-3-658-41657-7
ISBNs
978-3-65-841656-0, 978-3-65-841657-7
Editors

Deserno, Thomas M., Handels, Heinz, Maier, Andreas, Maier-Hein, Klaus, Palm, Christoph, Tolxdorff, Thomas

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