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Volume 250: Medical Imaging with Deep Learning, 3-5 July 2024, Paris, France
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Editors: Ninon Burgos, Caroline Petitjean, Maria Vakalopoulou, Stergios Christodoulidis, Pierrick Coupe, Hervé Delingette, Carole Lartizien, Diana Mateus
Preface for International Conference on Medical Imaging with Deep Learning 2024
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:i-xviii
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A Comprehensive Benchmark of Supervised and Self-supervised Pre-training on Multi-view Chest X-ray Classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1-16
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Interpretable Uncertainty-Aware Deep Regression with Cohort Saliency Analysis for Three-Slice CT Imaging Studies
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:17-32
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Distance-Aware Non-IID Federated Learning for Generalization and Personalization in Medical Imaging Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:33-47
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FluidRegNet: Longitudinal registration of retinal OCT images with new pathological fluids
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:48-60
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HoVer-NeXt: A Fast Nuclei Segmentation and Classification Pipeline for Next Generation Histopathology
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:61-86
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Combining Reconstruction-based Unsupervised Anomaly Detection with Supervised Segmentation for Brain MRIs
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:87-102
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GazeDiff: A radiologist visual attention guided diffusion model for zero-shot disease classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:103-118
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Network conditioning for synergistic learning on partial annotations
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:119-130
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There Are No Shortcuts to Anywhere Worth Going: Identifying Shortcuts in Deep Learning Models for Medical Image Analysis
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:131-150
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Video-CT MAE: Self-supervised Video-CT Domain Adaptation for Vertebral Fracture Diagnosis
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:151-167
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Evaluating ChatGPT’s Performance in Generating and Assessing Dutch Radiology Report Impressions
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:168-183
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Predicting Age-related Macular Degeneration Progression from Retinal Optical Coherence Tomography with Intra-Subject Temporal Consistency
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:184-198
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Hyperparameter-Free Medical Image Synthesis for Sharing Data and Improving Site-Specific Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:199-219
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Learned morphological features guide cell type assignment of deconvolved spatial transcriptomics
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:220-233
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FedFDD: Federated Learning with Frequency Domain Decomposition for Low-Dose CT Denoising
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:234-249
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MFIF-Net: A Multi-Focal Image Fusion Network for Implantation Outcome Prediction of Blastocyst
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:250-262
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Pretraining Vision-Language Model for Difference Visual Question Answering in Longitudinal Chest X-rays
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:263-275
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Finite Volume Informed Graph Neural Network for Myocardial Perfusion Simulation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:276-288
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The Multiscale Surface Vision Transformer
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:289-305
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Spatio-Temporal Encoding of Brain Dynamics with Surface Masked Autoencoders
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:306-325
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Video Polyp Segmentation using Implicit Networks
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:326-337
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An unexpected confounder: how brain shape can be used to classify MRI scans ?
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:338-351
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Multi-scale Stochastic Generation of Labelled Microscopy Images for Neuron Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:352-366
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Multimodal Image Registration Guided by Few Segmentations from One Modality
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:367-390
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Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:391-405
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Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:406-425
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Predicting DNA Content Abnormalities in Barrett’s Esophagus: A Weakly Supervised Learning Paradigm
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:426-438
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DeCoDEx: Confounder Detector Guidance for Improved Diffusion-based Counterfactual Explanations
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:439-451
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Improving CNN-Based Mitosis Detection through Rescanning Annotated Glass Slides and Atypical Mitosis Subtyping
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:452-464
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HARP: Unsupervised Histopathology Artifact Restoration
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:465-479
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Active Learning with the nnUNet and Sample Selection with Uncertainty-Aware Submodular Mutual Information Measure
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:480-503
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Structure Size as Confounder in Uncertainty Based Segmentation Quality Prediction
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:504-519
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Modeling the acquisition shift between axial and sagittal MRI for diffusion superresolution to enable axial spine segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:520-537
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Multi-Objective Learning for Deformable Image Registration
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:538-553
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Predicting 3D forearm fracture angle from biplanar Xray images with rotational bone pose estimation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:554-576
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REINDIR: Repeated Embedding Infusion for Neural Deformable Image Registration
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:577-595
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Implicit neural obfuscation for privacy preserving medical image sharing
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:596-609
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Beyond Structured Attributes: Image-Based Predictive Trends for Chest X-Ray Classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:610-640
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ICL-SAM: Synergizing In-context Learning Model and SAM in Medical Image Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:641-656
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A recurrent network for segmenting the thrombus on brain MRI in patients with hyper-acute ischemic stroke
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:657-671
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Uncertainty-aware retinal layer segmentation in OCT through probabilistic signed distance functions
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:672-693
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Reducing Uncertainty in 3D Medical Image Segmentation under Limited Annotations through Contrastive Learning
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:694-707
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Self-supervised pretraining in the wild imparts image acquisition robustness to medical image transformers: an application to lung cancer segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:708-721
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Train Once, Deploy Anywhere: Edge-Guided Single-source Domain Generalization for Medical Image Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:722-741
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Comparing the Performance of Radiation Oncologists versus a Deep Learning Dose Predictor to Estimate Dosimetric Impact of Segmentation Variations for Radiotherapy
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:742-753
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ASMR: Angular Support for Malfunctioning Client Resilience in Federated Learning
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:754-767
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Real-time MR-based 3D motion monitoring using raw k-space data
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:768-781
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Generating Cerebral Vessel Trees of Acute Ischemic Stroke Patients using Conditional Set-Diffusion
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:782-792
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Hidden in Plain Sight: Undetectable Adversarial Bias Attacks on Vulnerable Patient Populations
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:793-821
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Registration Quality Evaluation Metric with Self-Supervised Siamese Networks
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:822-840
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Efficiently correcting patch-based segmentation errors to control image-level performance in retinal images
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:841-856
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Heterogeneous Medical Data Integration with Multi-Source StyleGAN
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:857-887
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From Barlow Twins to Triplet Training: Differentiating Dementia with Limited Data
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:888-902
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Detecting Brain Anomalies in Clinical Routine with the $β$-VAE: Feasibility Study on Age-Related White Matter Hyperintensities
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:903-917
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SepVAE: a contrastive VAE to separate pathological patterns from healthy ones
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:918-936
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Efficient Anatomy Segmentation in Laparoscopic Surgery using Multi-Teacher Knowledge Distillation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:937-948
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Automated ranking of chest x-ray radiological finding severity in a binary label setting
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:949-963
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Training-free Prompt Placement by Propagation for SAM Predictions in Bone CT Scans
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:964-985
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Laparoflow-SSL: Image Analysis From a Tiny Dataset Through Self-Supervised Transformers Leveraging Unlabeled Surgical Video
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:986-1010
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IHCScoreGAN: An unsupervised generative adversarial network for end-to-end ki67 scoring for clinical breast cancer diagnosis
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1011-1025
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RADR: A Robust Domain-Adversarial-based Framework for Automated Diabetic Retinopathy Severity Classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1026-1039
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ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1040-1055
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Semi-supervised learning with Noisy Students improves domain generalization in optic disc and cup segmentation in uncropped fundus images
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1056-1072
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Unsupervised Domain Adaptation of Brain MRI Skull Stripping Trained on Adult Data to Newborns: Combining Synthetic Data with Domain Invariant Features
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1073-1085
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Resolution and Field of View Invariant Generative Modelling with Latent Diffusion Models
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1086-1097
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Unsupervised Deep Learning Method for Bias Correction
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1098-1106
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Annotation-Efficient Strategy for Segmentation of 3D Body Composition
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1107-1127
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Cell-DETR: Efficient cell detection and classification in WSIs with transformers
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1128-1141
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Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1142-1165
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NcIEMIL: Rethinking Decoupled Multiple Instance Learning Framework for Histopathological Slide Classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1166-1178
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Slide-SAM: Medical SAM Meets Sliding Window
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1179-1195
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UltraMAE: Multi-modal Masked Autoencoder for Ultrasound Pre-training
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1196-1206
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UnCLe SAM: Unleashing SAM’s Potential for Continual Prostate MRI Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1207-1220
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Ano-swinMAE: Unsupervised Anomaly Detection in Brain MRI using swin Transformer based Masked Auto Encoder
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1221-1236
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Deep blind arterial input function: signal correction in perfusion cardiac magnetic resonance
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1237-1256
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Re-DiffiNet: Modeling discrepancy in tumor segmentation using diffusion models
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1257-1266
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Parameter-Efficient Generation of Natural Language Explanations for Chest X-ray Classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1267-1281
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Improving Identically Distributed and Out-of-Distribution Medical Image Classification with Segmentation-Guided Attention in Small Dataset Scenarios
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1282-1296
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Anomaly-focused Single Image Super-resolution with Artifact Removal for Chest X-rays using Distribution-aware Diffusion Model
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1297-1309
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MultiMedEval: A Benchmark and a Toolkit for Evaluating Medical Vision-Language Models
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1310-1327
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Diffusion X-ray image denoising
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1328-1340
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Imbalance-aware loss functions improve medical image classification
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1341-1356
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A Patch-based Student-Teacher Pyramid Matching Approach to Anomaly Detection in 3D Magnetic Resonance Imaging
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1357-1370
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Dense Self-Supervised Learning for Medical Image Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1371-1386
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Zero-Shot Medical Image Segmentation Based on Sparse Prompt Using Finetuned SAM
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1387-1400
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Lupus Nephritis Subtype Classification with only Slide Level Labels
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1401-1411
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Med-Tuning: A New Parameter-Efficient Tuning Framework for Medical Volumetric Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1412-1433
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ThickV-Stain: Unprocessed Thick Tissues Virtual Staining for Rapid Intraoperative Histology
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1434-1447
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Advancing Multiplex Immunofluorescence Imaging Cell Detection using Semi-Supervised Learning with Pseudo-Labeling
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1448-1461
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SINR: Spline-enhanced implicit neural representation for multi-modal registration
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1462-1474
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[Citation needed] Data usage and citation practices in medical imaging conferences
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1475-1496
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Analysis of Transformers for Medical Image Retrieval
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1497-1512
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Nuclei Segmentation in Histopathological Images with Enhanced U-Net3+
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1513-1530
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Weakly supervised deep learning model with size constraint for prostate cancer detection in multiparametric MRI and generalization to unseen domains
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1531-1552
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Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1553-1570
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VariViT: A Vision Transformer for Variable Image Sizes
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1571-1583
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Shape of my heart: Cardiac models through learned signed distance functions
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1584-1605
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Accelerating physics-informed neural fields for fast CT perfusion analysis in acute ischemic stroke
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1606-1626
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Target and task specific source-free domain adaptive image segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1627-1639
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Joint Motion Estimation with Geometric Deformation Correction for Fetal Echo Planar Images Via Deep Learning
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1640-1651
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OFELIA: Optical Flow-based Electrode LocalIzAtion
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1652-1669
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Skin Malignancy Classification Using Patients’ Skin Images and Meta-data: Multimodal Fusion for Improving Fairness
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1670-1686
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Medical diffusion on a budget: Textual Inversion for medical image generation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1687-1706
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IST-editing: Infinite spatial transcriptomic editing in a generated gigapixel mouse pup
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1707-1724
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Leveraging Probabilistic Segmentation Models for Improved Glaucoma Diagnosis: A Clinical Pipeline Approach
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1725-1740
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Semi-Supervised Segmentation via Embedding Matching
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1741-1753
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Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1754-1770
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Feasibility and benefits of joint learning from MRI databases with different brain diseases and modalities for segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1771-1784
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Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1785-1800
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Evaluating Age-Related Anatomical Consistency in Synthetic Brain MRI against Real-World Alzheimer’s Disease Data.
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1801-1822
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PAAN: Pyramid Attention Augmented Network for polyp segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1823-1840
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Style Randomization Improves the Robustness of Breast Density Estimation in MR Images
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1841-1850
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Boundary-aware Contrastive Learning for Semi-supervised Nuclei Instance Segmentation
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1851-1861
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Towards a Collective Medical Imaging AI: Enabling Continual Learning from Peers
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1862-1877
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Conditional Generation of 3D Brain Tumor Regions via VQGAN and Temporal-Agnostic Masked Transformer
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1878-1897
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DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1898-1926
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Predicting Atrial Fibrillation Treatment Outcome with Siamese Multi-modal Fusion and Cardiac Digital Twins
Proceedings of The 7nd International Conference on Medical Imaging with Deep Learning, PMLR 250:1927-1938
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