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Editors: Tolga Tasdizen, Shireen Elhabian, Ronald Summers, Chen Chen, Lisa Koch, Yan Zhuang
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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
Matthew Anderson, Veronica Corona, Agnieszka Stankiewicz, Maged Habib, David H. Steel, Boguslaw Obara; 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
David Anglada-Rotger, Berta Jansat, Ferran Marques, Montse Pardàs; 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
Elad Arbel, Oded Ben-David, Itay Remer, Amir Ben-Dor, Daniela Rabkin, Sarit Aviel-Ronen, Frederik Aidt, Tine Hagedorn-Olsen, Lars Jacobsen, Kristopher Kersch, Jim Christian, Quyen Nguyen, Anya Tsalenko; 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
Xuguang Bai, Mingxuan Liu, Yifei Chen, Hongjia Yang, Qiyuan Tian; 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
Levente Baljer, Ula Briski, Robert Leech, Niall J Bourke, Kirsten A Donald, Layla E Bradford, Simone R Williams, Sadia Parkar, Sidra Kaleem, Salman Osmani, Sean CL Deoni, Steven CR Williams, Rosalyn J Moran, Emma C. Robinson, František Váša; 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
James Batten, Michiel Schaap, Matthew Sinclair, Ying Bai, Ben Glocker; 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
Jacqueline Isabel Bereska, Hamed Karimi, Reza Samavi; 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
Minghao Bian, Kun Zhang, Dexin Zhao, S Kevin Zhou; 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
Wang Bo, Ting Xue, Leyang Pan, Dingfu Huang, Yi Xiao, Li Fan, Zaiyi Liu, Shiyuan Liu, S Kevin Zhou; 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
Skylar Chan, Tejas Sudharshan Mathai, Praveen T.S. Balamuralikrishna, Vivek Batheja, Jianfei Liu, Meghan G Lubner, Perry J Pickhardt, Ronald Summers; 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
Fuyao Chen, Yuexi Du, Tal Zeevi, Nicha C Dvornek, John A Onofrey; 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
Zijie Cheng, Boxuan Li, Andre Altmann, Pearse Keane, Yukun Zhou; 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
Woojin Chung, Yujun Park, Yoonho Nam; 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
Ozkan Cigdem, Refik Soyak, Kyunghyun Cho, Cem M Deniz; 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
Valentina Corbetta, Regina Beets-Tan, Jaime S Cardoso, Wilson Silva; 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
Badhan Kumar Das, Ajay Singh, Saahil Islam, Gengyan Zhao, Andreas Maier; 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
Ruining Deng, Yihe Yang, David J Pisapia, Benjamin L Liechty, Junchao Zhu, Juming Xiong, Junlin Guo, Zhengyi Lu, Jiacheng Wang, Xing Yao, Runxuan Yu, Rendong Zhang, Gaurav Rudravaram, Mengmeng Yin, Pinaki Sarder, Haichun Yang, Yuankai Huo, Mert R. Sabuncu; 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
Stefan Denner, Markus Ralf Bujotzek, Dimitrios Bounias, David Zimmerer, Raphael Stock, Klaus Maier-Hein; 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
Gayatri Deshmukh, Onkar Kishor Susladkar, Debesh Jha, Elif Keles, Halil Ertugrul Aktas, Alpay Medetalibeyoglu, Daniela P. Ladner, Amir A. Borhani, Gorkem Durak, Ulas Bagci; 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
Rucha Deshpande, Miguel Lago, Adarsh Subbaswamy, Seyed Kahaki, Jana G Delfino, Aldo Badano, Ghada Zamzmi; 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.
Mischa Dombrowski, Bernhard Kainz; 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
Le Bot Edern, Rémi Giraud, Boris Mansencal, Thomas Tourdias, Jose V Manjon, Pierrick Coupe; 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
Gian Mario Favero, Parham Saremi, Emily Kaczmarek, Brennan Nichyporuk, Tal Arbel; 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
Louisa Fay, Jean-Benoit Delbrouck, Thomas Küstner, Bin Yang, Noel C Codella, Matthew P. Lungren, Curtis Langlotz, Sergios Gatidis; 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
Zhiyuan Gao, Dominic Yurk, Yaser S. Abu-Mostafa; 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
Kai Geißler, Markus Wenzel, Susanne Diekmann, Heinrich von Busch, Robert Grimm, Hans Meine; 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
Elodie Germani, Camille Maumet, Elisa Fromont; 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
Paula Ramirez Gilliland, David F A Lloyd, Jacqueline Matthew, Reza Razavi, Milou PM van Poppel, Andrew P. King, Maria Deprez; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:494-514
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Segment Anything for Histopathology
Titus Griebel, Anwai Archit, Constantin Pape; 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
Alexis Guichemerre, Soufiane Belharbi, Mohammadhadi Shateri, Luke McCaffrey, Eric Granger; 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
Haoying Bai, Tongtong Che, Jichang Zhang, Shuyu Li; 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
Savannah Hays, Lianrui Zuo, Blake E. Dewey, Samuel Remedios, Jinwei Zhang, Ellen M. Mowry, Scott D. Newsome, Aaron Carass, Jerry L Prince; 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
Laurenz Adrian Heidrich, Aditya Rastogi, Priyank Upadhya, Gianluca Brugnara, Martha Foltyn-Dumitru, Benedikt Wiestler, Philipp Vollmuth; 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
Mattias P Heinrich, Alexander Bigalke, Lasse Hansen; 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
Mattias P Heinrich; 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
Md Hasibul Husain Hisham, Shireen Elhabian, Ganesh Adluru, Andrew Arai, Eugene Kholmovski, Ravi Ranjan, Edward Dibella; 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
Jue Jiang, Aneesh Rangnekar, Harini Veeraraghavan; 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
Yinzhu Jin, Shen Zhu, Tom Fletcher; 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
Saketh Juturu, Geetank Raipuria, Raghav Amaravadi, Aman Srivastava, Malini Roy, Nitin Singhal; 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
Mokshagna Sai Teja Karanam, Krithika Iyer, Sarang Joshi, Shireen Elhabian; 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
Yilmaz Korkmaz, Vishal M. Patel; 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
Niklas Kormann, Masoud Ramuz, Zeeshan Nisar, Nadine S. Schaadt, Hendrik Annuth, Benjamin Doerr, Friedrich Feuerhake, Thomas Lampert, Johannes F. Lutzeyer; 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
Aravind Krishnan, Thomas Li, Lucas Walker Remedios, Kaiwen Xu, Lianrui Zuo, Kim L. Sandler, Fabien Maldonado, Bennett Allan Landman; 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
Thijs P. Kuipers, Praneeta R. Konduri, Erik J Bekkers, Henk Marquering; 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
Pranav Kulkarni, Adway Kanhere, Eliot Siegel, Paul Yi, Vishwa Sanjay Parekh; 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
Amar Kumar, Anita Kriz, Mohammad Havaei, Tal Arbel; 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
Michael S. Larsen, Syed Farhan Abbas, Gabriel Kiss, Mattijs Elschot, Tone F. Bathen, Frank Lindseth; 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
Manuel Laufer, Dominik Mairhöfer, Malte Sieren, Hauke Gerdes, Fabio Leal dos Reis, Arpad Bischof, Thomas Käster, Erhardt Barth, Jörg Barkhausen, Thomas Martinetz; 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
Jung Hoon Lee, Changi Kim, Jinwoo Lee, Si Mong Yoon, Kyung-Eui Lee, Hyun-Jun Park, Kwonhyung Hyung, Chang Min Park; 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
Judith Lefkes, Clément Grisi, Geert Litjens; 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
Louis-Alexandre Leger, Maxine Leonardi, Andrea Salati, Felix Naef, Martin Weigert; 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
Jonathan Lennartz, Thomas Schultz; 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
Omri Leshem, Atira Sara Bick, Nahum Kiryati, Netta Levin, Arnaldo Mayer; 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
Yujia Li, Han Li, S Kevin Zhou; 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
Xueyang Li, Han Xiao, Zongpeng Weng, Xinrong Hu, Danny Chen, Yiyu Shi; 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
Thomas Li, Lianrui Zuo, Yihao Liu, Aravind Krishnan, Kim L. Sandler, Thomas A Lasko, Fabien Maldonado, Bennett Allan Landman; 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
Yingtai Li, Shuai Ming, Haoran Lai, Fenghe Tang, Wei Wei, S Kevin Zhou; 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
Shih-Wen Liu, Hsuan-Yu Fan, Wei-Ta Chu, Fu-En Yang, Yu-Chiang Frank Wang; 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
Caroline Magg, Clara I. Sánchez, Hoel Kervadec; 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
Ahmed Al Mahrooqi, Prateek Munjal, Ronnie Rajan, Marco AF Pimentel, Praveenkumar Kanithi; 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
Luis-Jesus Marhuenda, Miquel Obrador-Reina, Mohamed Aas-Alas, Alberto Albiol, Roberto Paredes; 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
Moona Mazher, Daniel C. Alexander, Abdul Qayyum, Steven A Niederer; 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
Abdurahman Ali Mohammed, Wallapak Tavanapong, Catherine Fonder, Donald Sakaguchi; 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
Maria Monzon, Thomas Iff, Ender Konukoglu, Catherine R Jutzeler; 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
Pedro A. Morão, Yasna Forghani, Nuno Louçã, Pedro Gouveia, Mario A. T. Figueiredo, Joao Santinha; 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
Mayar Lotfy Mostafa, Anna Alperovich, Dmitrii Fedotov, Ghazal Ghazaei, Stefan Saur, Azade Farshad, Nassir Navab; 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
Nabil Mouadden, Véronique Vergé, Ahmadreza Arbab, Jean-Baptiste Micol, Elsa Bernard, Aline Renneville, Stergios Christodoulidis, Maria Vakalopoulou; 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
Thanh-Huy Nguyen, Thien Nguyen, Xuan Bach Nguyen, Nguyen Lan Vi Vu, Vinh Quang Dinh, Fabrice Meriaudeau; 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
Rotem Nizhar, Lior Frenkel, Jacob Goldberger; 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
Felix Nützel, Mischa Dombrowski, Bernhard Kainz; 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
Mauricio Orbes, Oeslle Lucena, Sebastien Ourselin, M. Jorge Cardoso; 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
Xueqiang Ouyang, Jia Wei, Wenjie Huo, Xiaocong Wang, Rui Li, Jianlong Zhou; 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
Chantal Pellegrini, Ege Özsoy, Benjamin Busam, Benedikt Wiestler, Nassir Navab, Matthias Keicher; 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
Théo Di Piazza, Carole Lazarus, Olivier Nempont, Loic Boussel; 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
Arpan Poudel, Mamata Shrestha, Nian Wang, Ukash Nakarmi; 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
Melika Qahqaie, Veronika A Zimmer, Eduardo Castaneda, Katariina Peltonen, Joonas Laaksolilj, Juho Lähteenmaa, Tobias Heimann, Andreas Maier, Dominik Neumann; 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
Qiuyi Qi, Xin Li, Ming Kong, Zikang Xu, Bingdi Chen, Qiang Zhu, S Kevin Zhou; 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
Chao Qin, Jiale Cao, Fahad Shahbaz Khan, Salman Khan, Huazhu Fu, Ehud Ahissar, Rao Muhammad Anwer; 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
Md Mostafijur Rahman, Radu Marculescu; 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
Helen Schneider, Aditya Parikh, Priya Priya, Maximilian Broß, Tom Verhofstadt, Anna Konermann, Rafet Sifa; 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
Nikhil Shah, Pranav Kulkarni, Florence Doo, Ang Li, Michael A. Jacobs, Vishwa Sanjay Parekh; 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
Nisarg A Shah, Mingze Xia, Subhasri Vijay, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel; 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.
Aisha L. Shuaibu, Kieran A. Gibb, Peter A. Wijeratne, Ivor J A Simpson; 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
Jérémie Stym-Popper, Nathan Painchaud, Pierre-Yves Courand, Clément Rambour, Nicolas Thome, Olivier Bernard; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1465-1482
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Mesh-Prompted Anatomy Segmentation
Dingjie Su, Yihao Liu, Lianrui Zuo, Benoit Dawant; 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
Xiaoya Tang, Bodong Zhang, Man M. Ho, Beatrice Knudsen, Tolga Tasdizen; 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
Carolin Teuber, Anwai Archit, Constantin Pape; 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
Priya Tomar, Aditya Parikh, Philipp Feodorovici, Jan Arensmeyer, Hanno Matthaei, Christian Bauckhage, Helen Schneider, Rafet Sifa; 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
Mei Vaish, Felix Meister, Tobias Heimann, Christoph Brune, Jelmer M. Wolterink; 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
Maya Varma, Ashwin Kumar, Rogier van der Sluijs, Sophie Ostmeier, Louis Blankemeier, Pierre Joseph Marcel Chambon, Christian Bluethgen, Jip Prince, Curtis Langlotz, Akshay S Chaudhari; 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
Serge Didenko Vasylechko, Andy Tsai, Onur Afacan, Sila Kurugol; 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
Davis Marc Vigneault, Ashish Manohar, Abraham Hernandez, Krista Tin Chi Wong, Fanwei Kong, Tea Gegenava, Koen Nieman, Dominik Fleischmann; 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
Vibujithan Vigneshwaran, Emma A.M. Stanley, Raissa Souza, Erik Ohara, Matthias Wilms, Nils Forkert; 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
Lucas de Vries, Rudolf Leonardus Mirjam van Herten, P. Matthijs van der Sluijs, Ivana Isgum, Bart J. Emmer, Charles B.L.M. Majoie, Henk Marquering, Efstratios Gavves; 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
Jiyao Wang, Nicha C Dvornek, Peiyu Duan, Lawrence H. Staib, Pamela Ventola, James S Duncan; 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
Yifan Wang, Bin Lou, Heinrich von Busch, Robert Grimm, Sanoj Punnen, Dorin Comaniciu, Ali Kamen, Henkjan Huisman, Angela Tong, David Winkel, Tobias Penzkofer, Ivan Shabunin, Moon Hyung Choi, Qingsong Yang, Dieter Szolar, Steven Shea, Fergus Coakley, Mukesh Harisinghani; 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
Tyler Ward, Abdullah Al Zubaer Imran; 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
Xing Yao, Runxuan Yu, Nick DiSanto, Ehsan Khodapanah Aghdam, Kanyifeechukwu Jane Oguine, Daiwei Lu, Ange Lou, Jiacheng Wang, Dewei Hu, Gabriel A Arenas, Baris Oguz, Alison Marie Pouch, Nadav Schwartz, Brett Byram, Ipek Oguz; 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
Walid Yassine, Martin Charachon, Celine Hudelot, Roberto Ardon; 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
George Yiasemis, Nikita Moriakov, Clara I. Sánchez, Jan-Jakob Sonke, Jonas Teuwen; 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
Weifeng Yu, Gang Qu, Young-geun Kim, Lei Xu, Aiying Zhang; 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?
Yixin Zhang, Kevin Kramer, Maciej A Mazurowski; 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
Yike Zhang, Eduardo Davalos, Jack Noble; 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
Ke Zhang, Vishal M. Patel; 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
Jianwei Zhang, Yonggang Shi; 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
An Zhao, Moucheng Xu, Ahmed H. Shahin, Wim Wuyts, Mark G. Jones, Joseph Jacob, Daniel C. Alexander; 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
Yuning Zhou, Henry Badgery, Matthew Read, James Bailey, Catherine E Davey; 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
Shen Zhu, Yinzhu Jin, Ifrah Zawar, Tom Fletcher; 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
Junchao Zhu, Ruining Deng, Tianyuan Yao, Juming Xiong, Chongyu Qu, Junlin Guo, Siqi Lu, Yucheng Tang, Daguang Xu, Mengmeng Yin, Yu Wang, Shilin Zhao, Yaohong Wang, Haichun Yang, Yuankai Huo; Proceedings of The 8th International Conference on Medical Imaging with Deep Learning, PMLR 301:1943-1955
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