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Volume 143: Medical Imaging with Deep Learning, 7-9 July 2021, Lübeck, Germany
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Editors: Mattias Heinrich, Qi Dou, Marleen de Bruijne, Jan Lellmann, Alexander Schläfer, Floris Ernst
Preface
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:1-4
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Self-Rule to Adapt: Learning Generalized Features from Sparsely-Labeled Data Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Phenotyping
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:5-21
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Stroke Lesion Outcome Prediction Based on 4D CT Perfusion Data Using Temporal Convolutional Networks
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:22-33
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Attention via Scattering Transforms for Segmentation of Small Intravascular Ultrasound Data Sets
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:34-47
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An MRF-UNet Product of Experts for Image Segmentation
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:48-59
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Improving Weakly Supervised Lesion Segmentation using Multi-Task Learning
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:60-73
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Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-rays
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:74-104
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Semantic similarity metrics for learned image registration
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:105-118
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M-GCN: A Multimodal Graph Convolutional Network to Integrate Functional and Structural Connectomics Data to Predict Multidimensional Phenotypic Characterizations
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:119-130
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Improving MRI-based Knee Disorder Diagnosis with Pyramidal Feature Details
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:131-147
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Intensity Correction and Standardization for Electron Microscopy Data
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:148-157
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A Surprisingly Effective Perimeter-based Loss for Medical Image Segmentation
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:158-167
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Tailoring automated data augmentation to H&E-stained histopathology
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:168-178
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Nuc2Vec: Learning Representations of Nuclei in Histopathology Images with Contrastive Loss
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:179-189
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CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:190-204
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Self-supervised Out-of-distribution Detection for Cardiac CMR Segmentation
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:205-218
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Direct Inference of Cell Positions using Lens-Free Microscopy and Deep Learning
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:219-227
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Membership Inference Attacks on Deep Regression Models for Neuroimaging
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:228-251
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Discrete Pseudohealthy Synthesis: Aortic Root Shape Typification and Type Classification with Pathological Prior
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:252-267
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Weakly Supervised Volumetric Segmentation via Self-taught Shape Denoising Model
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:268-285
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The OOD Blind Spot of Unsupervised Anomaly Detection
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:286-300
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CNN and Deep Sets for End-to-End Whole Slide Image Representation Learning
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:301-311
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Whole-Body Soft-Tissue Lesion Tracking and Segmentation in Longitudinal CT Imaging Studies
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:312-326
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Feedback Graph Attention Convolutional Network for MR Images Enhancement by Exploring Self-Similarity Features
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:327-337
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Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:338-353
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Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good!
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:354-368
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Feature-based image registration in structured light endoscopy
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:369-383
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Predicting COVID-19 Lung Infiltrate Progression on Chest Radiographs Using Spatio-temporal LSTM based Encoder-Decoder Network
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:384-398
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Embedding-based Instance Segmentation in Microscopy
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:399-415
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Benefits of Linear Conditioning for Segmentation using Metadata
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:416-430
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Improved model-based deep learning for quantitative susceptibility mapping
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:431-450
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Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:451-472
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Distill DSM: Computationally efficient method for segmentation of medical imaging volumes
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:473-483
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An AI-based Framework for Diagnostic Quality Assessment of Ankle Radiographs
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:484-496
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Unifying Brain Age Prediction and Age-Conditioned Template Generation with a Deterministic Autoencoder
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:497-506
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Learning Interclass Relations for Intravenous Contrast Phase Classification in CT
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:507-519
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EPIC-Survival: End-to-end Part Inferred Clustering for Survival Analysis, with Prognostic Stratification Boosting
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:520-531
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“Train one, Classify one, Teach one” - Cross-surgery transfer learning for surgical step recognition
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:532-544
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GOAL: Gist-set Online Active Learning for Efficient Chest X-ray Image Annotation
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:545-553
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Balanced sampling for an object detection problem - application to fetal anatomies detection
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:554-566
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Explainable Image Quality Analysis of Chest X-Rays
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:567-580
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Localizing Neurosurgical Instruments Across Domains and in the Wild
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:581-595
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Unsupervised Brain Anomaly Detection and Segmentation with Transformers
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:596-617
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Residual learning for 3D motion corrected quantitative MRI: Robust clinical T1, T2 and proton density mapping
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:618-632
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Image Sequence Generation and Analysis via GRU and Attention for Trachomatous Trichiasis Classification
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:633-644
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Learning Diffeomorphic and Modality-invariant Registration using B-splines
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:645-664
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Understanding and Visualizing Generalization in UNets
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:665-681
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Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:682-698
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Unseen Disease Detection for Deep Learning Interpretation of Chest X-rays
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:699-712
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Changing the Contrast of Magnetic Resonance Imaging Signals using Deep Learning
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:713-727
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MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:728-744
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A Mean-Field Variational Inference Approach to Deep Image Prior for Inverse Problems in Medical Imaging
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:745-760
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Learning the Latent Heat Diffusion Process through Structural Brain Network from Longitudinal $\beta$-Amyloid Data
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:761-773
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Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:774-786
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HAD-Net: A Hierarchical Adversarial Knowledge Distillation Network for Improved Enhanced Tumour Segmentation Without Post-Contrast Images
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:787-801
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Untangling the Small Intestine in 3D cine-MRI using Deep Stochastic Tracking
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:802-812
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Automated triaging of head MRI examinations using convolutional neural networks
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:813-841
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A regularization term for slide correlation reduction in whole slide image analysis with deep learning
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:842-854
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SWNet: Surgical Workflow Recognition with Deep Convolutional Network
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:855-869
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Hybrid optimization between iterative and network fine-tuning reconstructions for fast quantitative susceptibility mapping
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR 143:870-880
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