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Volume 301: The 8th International Conference on Medical Imaging with Deep Learning, 9-11 July 2025, Salt Lake City, USA
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Editors: Tolga Tasdizen, Shireen Elhabian, Ronald Summers, Chen Chen, Lisa Koch, Yan Zhuang
Preface
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:i-xvi
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Enhancing Post-Treatment Visual Acuity Prediction with Multimodal Deep Learning on Small-scale Clinical and OCT Datasets
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1-14
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Two Heads Are Enough: DualU-Net, a Fast and Efficient Architecture for Nuclei Instance Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:15-29
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Evaluation of Virtual Stain Multiplexed CD68 for Macrophage Detection in NSCLC PD-L1 Slides
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:30-58
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Chest-OMDL: Organ-specific Multidisease Detection and Localization in Chest Computed Tomography using Weakly Supervised Deep Learning from Free-text Radiology Report
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:59-81
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GAMBAS: Generalised-Hilbert Mamba for Super-resolution of Paediatric Ultra-Low-Field MRI
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:82-99
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Vector Representations of Vessel Trees
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:100-126
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SACP: Spatially-Adaptive Conformal Prediction in Uncertainty Quantification of Medical Image Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:127-152
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DiffRGenNet: Difference-aware Medical Report Generation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:153-166
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RCSegNeXt: Efficient multi-scale ConvNeXt for rectal cancer segmentation from sagittal MRI scans
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:167-182
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Staging Liver Fibrosis with Hepatic Perivascular Adipose Tissue as a CT Biomarker
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:183-194
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Equivariant Imaging Biomarkers for Robust Unsupervised Segmentation of Histopathology
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:195-213
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Enhancing Contrastive Learning for Retinal Imaging via Adjusted Augmentation Scales
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:214-225
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Foundation Model Ensemble for Out-of-Distribution Generalization: Predicting Lymph Node Metastasis in Early Gastric Cancer Using Whole-Slide Imaging
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:226-238
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Predicting the Year of Total Knee Replacement: A Transformer-Based Multimodal Approach
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:239-252
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Understanding the Impact of Client Heterogeneity on Ordinal Classification in Federated Medical Image Analysis
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:253-279
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SegResMamba: An Efficient Architecture for 3D Medical Image Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:280-292
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CASC-AI: Consensus-aware Self-corrective Learning for Cell Segmentation with Noisy Labels
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:293-309
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Visual Prompt Engineering for Vision Language Models in Radiology
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:310-326
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MedDelinea: Scalable and Efficient Medical Image Segmentation via Controllable Diffusion Transformers
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:327-345
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A knowledge-based method for detecting network-induced shape artifacts in synthetic images
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:346-365
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Can Diffusion Models Generalize? Privacy and Fairness Trade-offs for Medical Data Sharing.
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:366-392
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FLAIRBrainSeg: Fine-Grained Brain Segmentation Using FLAIR MRI Only
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:393-406
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Conditional Diffusion Models are Medical Image Classifiers that Provide Explainability and Uncertainty for Free
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:407-427
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Beyond the Prompt: Deploying Medical Foundation Models on Diverse Chest X-ray Populations
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:428-446
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Machine Learning with Scarce Data: Ejection Fraction Prediction Using PLAX View
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:447-457
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Multi-centric Comparison of Deep Learning Models for Lesion Detection in Breast MRI
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:458-474
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Mitigating analytical variability in fMRI with style transfer
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:475-493
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FERN: A Fetal Echocardiography Registration Network for 2D-to-3D Alignment
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:494-514
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Segment Anything for Histopathology
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:515-546
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PixelCAM: Pixel Class Activation Mapping for Histology Image Classification and ROI Localization
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:547-587
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Symmetric Multi-level Gradient-Inverse Consistency Network for Brain Image Registration with Large Deformation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:588-603
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An Unsupervised Approach for Artifact Severity Scoring in Multi-Contrast MR Images
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:604-614
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Curriculum Learning for Language-guided, Multi-modal Detection of Various Pathologies
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:615-638
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Fast forward: Rephrasing 3D deformable image registration through density alignment and splatting
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:639-652
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BinaryFormer: 1-bit self-attention for long-range transformers in medical image segmentation and 3D diffusion models
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:653-667
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Family of Deep Image Prior Networks for Accelerated 3D LGE-MRI Acquisition with Enhanced Reconstruction
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:668-678
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Co-distilled attention guided masked image modeling with noisy teacher for self-supervised learning on medical images
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:679-694
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Feature Attribution for Deep Learning Models through Total Variance Decomposition
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:695-715
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Unsupervised Cellular Anomaly Detection in Toxicological Histopathology
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:716-734
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MORPH-LER: Log-Euclidean Regularization for Population-Aware Image Registration
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:735-747
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I2I-Galip: Unsupervised Medical Image Translation Using Generative Adversarial CLIP
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:748-762
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HIEGNet: A Heterogenous Graph Neural Network Including the Immune Environment in Glomeruli Classification
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:763-786
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Anatomy-Guided Multi-Path CycleGAN for Lung CT Kernel Harmonization
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:787-802
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Self-Supervised Synthetic Cerebral Vessel Tree Generation using Semantic Signed Distance Fields
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:803-820
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Towards Resource-Efficient Streaming of Large-Scale Medical Image Datasets for Deep Learning
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:821-837
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PRISM: High-Resolution & Precise Counterfactual Medical Image Generation using Language-guided Stable Diffusion
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:838-863
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Prostate Cancer Detection in Bi-Parametric MRI using Zonal Anatomy-Guided U-Mamba with Multi-Task Learning
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:864-881
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Synthetic Data Generated from CT Scans for Patient Pose Assessment
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:882-895
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LUV-Net: Multi-Pattern Lung Ultrasound Video Classification through Pattern-Specific Attention with Efficient Temporal Feature Extraction
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:896-913
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A Balancing Act: Optimizing Classification and Retrieval in Cross-Modal Vision Models
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:914-930
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Sequence models for continuous cell cycle stage prediction from brightfield images
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:931-952
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Adversarial Perturbations Improve Generalization of Confidence Prediction in Medical Image Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:953-964
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Mapping Functional Language Areas with non-Functional Brain MRI
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:965-977
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Causal PETS: Causality-Informed PET Synthesis from Multi-modal Data
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:978-993
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PCA-YOLO: A Small Liver Tumor Detection Model with Patch-Contrastive Attention
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:994-1007
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Contrastive Patient-level Pretraining Enables Longitudinal and Multimodal Fusion for Lung Cancer Risk Prediction
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1008-1020
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Scaling Supervision for Free: Leveraging Universal Segmentation Models for Enhanced Medical Image Diagnosis
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1021-1040
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Histopathology Image Report Generation by Vision Language Model with Multimodal In-Context Learning
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1041-1052
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Zero-shot capability of 2D SAM-family models for bone segmentation in CT scans
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1053-1073
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Empirical Analysis of Scaling Vision Foundation Models for Chest X-rays
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1074-1094
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Unveiling Differences: A Vision Encoder-Decoder Model for Difference Medical Visual Question Answering
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1095-1106
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Advancing Medical Image Segmentation with Self-Supervised Learning: A 3D Student-Teacher Approach for Cardiac and Neurological Imaging
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1107-1126
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CountXplain: Interpretable Cell Counting with Prototype-Based Density Map Estimation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1127-1144
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Enhancing Low Back Pain Assessment with Diffusion Models for Lumbar Spine MRI Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1145-1163
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Data Augmentation for Medical Imaging: Counterfactual Simulation of Acquisition Parameters via Conditional Diffusion Model
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1164-1180
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Surgical Flow Masked Autoencoder for Event Recognition
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1181-1195
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Biologically-Constrained Multi-Label Classification with Learnable Domain Knowledge
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1196-1212
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Semi-Supervised Skin Lesion Segmentation under Dual Mask Ensemble with Feature Discrepancy Co-Training
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1213-1226
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Clinical Measurements with Calibrated Instance-Dependent Confidence Interval
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1227-1237
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Generate to Ground: Multimodal Text Conditioning Boosts Phrase Grounding in Medical Vision-Language Models
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1238-1257
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MAIS: Memory-Attention for Interactive Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1258-1272
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DeFusion: An Effective Decoupling Fusion Network for Multi-Modal Pregnancy Prediction
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1273-1293
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RaDialog: Large Vision-Language Models for X-Ray Reporting and Dialog-Driven Assistance
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1294-1312
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Imitating Radiological Scrolling: A Glocal-Lobal Attention Model for 3D Chest CT Volumes Multi-Label Anomaly Classification
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1313-1325
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SRMRI: A Diffusion-Based Super-resolution Framework and Open Dataset for Blind MRI Super-Resolution
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1326-1341
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Intelligent Lesion Selection: A Novel Method for Longitudinal Assessment of Breast Cancer Lung Metastases
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1342-1355
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Style-Aligned Image Composition for Robust Detection of Abnormal Cells in Cytopathology
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1356-1371
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Real-time Breast Lesion Detection in Videos via Spatial-temporal Feature Aggregation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1372-1383
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Training-Free Dataset Pruning for Polyp Segmentation via Community Detection in Similarity Networks
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1384-1402
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Learning from a Few Shots: Data-efficient Cervical Vertebral Maturation Assessment
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1403-1417
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Federated Class-Heterogeneous Report Labeling with Surgical Aggregation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1418-1429
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A Vision Foundation Model for Cataract Surgery Using Joint-Embedding Predictive Architecture
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1430-1444
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Capturing Longitudinal Changes in Brain Morphology Using Temporally Parameterized Neural Displacement Fields.
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1445-1464
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DAFTED: Decoupled Asymmetric Fusion of Tabular and Echocardiographic Data for Cardiac Hypertension Diagnosis
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1465-1482
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Mesh-Prompted Anatomy Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1483-1494
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DuoFormer: Leveraging Hierarchical Visual Representations by Local and Global Attention
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1495-1507
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Parameter Efficient Fine-Tuning of Segment Anything Model for Biomedical Imaging
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1508-1549
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Effective Disjoint Representational Learning for Anatomical Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1550-1567
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Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1568-1596
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MedVAE: Efficient Automated Interpretation of Medical Images with Large-Scale Generalizable Autoencoders
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1597-1626
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Enhancing Wrist Fracture Detection through LLM-Powered Data Extraction and Knowledge-Based Ensemble Learning
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1627-1637
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Cardiac Computed Tomography Angiography Plane Prediction and Comprehensive LV Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1638-1652
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Evaluating Shortcut Utilization in Deep Learning Disease Classification through Counterfactual Analysis
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1653-1668
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Neural fields for tissue attenuation curve reconstruction in sparsely sampled time-resolved CT
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1669-1687
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STNAGNN: Data-driven Spatio-temporal Brain Connectivity beyond FC
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1688-1705
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Predicting Prostate Cancer Progression During Active Surveillance Using Longitudinal bpMRI Scans and A Multi-scale Foundation Model
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1706-1722
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Improving brain disorder diagnosis with advanced brain function representation and Kolmogorov-Arnold Networks
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1723-1739
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LOTUS: Latent Outpainting Diffusion Model for Three-Dimensional Ultrasound Stitching
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1740-1754
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LiFE-Net: Longitudinal information Fusion for Enhanced lesion detection in unsupervised learning contexts
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1755-1770
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Joint Supervised and Self-supervised Learning for MRI Reconstruction
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1771-1794
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A Novel GNN Framework Integrating Neuroimaging and Behavioral Information to Understand Adolescent Psychiatric Disorders
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1795-1810
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How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images?
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1811-1831
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SSDD-GAN: Single-Step Denoising Diffusion GAN for Cochlear Implant Surgical Scene Completion
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1832-1844
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MedCL: Learn Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1845-1865
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Anatomy-Guided Surface Diffusion Model for Alzheimer’s Disease Normative Modeling
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1866-1878
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4D-VQ-GAN: A World Model for Synthesizing Medical Scans at Any Time Point for Personalized Disease Progression Modeling of Idiopathic Pulmonary Fibrosis
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1879-1909
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SurgicalSemiSeg: A Semi-Supervised Framework for Laparoscopic Image Segmentation
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1910-1929
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Point-Based Shape Representation Generation with a Correspondence-Preserving Diffusion Model
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1930-1942
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MagNet: Multi-Level Attention Graph Network for Predicting High-Resolution Spatial Transcriptomics
; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1943-1955
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