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MIUA 2022: Cambridge, UK
- Guang Yang
, Angelica I. Avilés-Rivero
Medical Image Understanding and Analysis - 26th Annual Conference, MIUA 2022, Cambridge, UK, July 27-29, 2022, Proceedings. Lecture Notes in Computer Science 13413, Springer 2022, ISBN 978-3-031-12052-7
Biomarker Detection
- Emily Cresswell, Fredrik Karpe, Nicolas Basty:
Neck Fat Estimation from DXA Using Convolutional Neural Networks. 3-12 - Benjamin Duvieusart
Multimodal Cardiomegaly Classification with Image-Derived Digital Biomarkers. 13-27 - Isobel Gordon
Proton Density Fat Fraction of Breast Adipose Tissue: Comparison of the Effect of Fat Spectra and Initial Evaluation as a Biomarker. 28-45 - Adriano Lucieri
Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification. 46-61
Novel Imaging, Image Registration and Reconstruction
- Pengfang Qian
Joint Group-Wise Motion Estimation and Segmentation of Cardiac Cine MR Images Using Recurrent U-Net. 65-74 - Jian-Qing Zheng
Recursive Deformable Image Registration Network with Mutual Attention. 75-86 - Dankun Lian, Yue Li, Huafeng Liu:
Spatiotemporal Attention Constrained Deep Learning Framework for Dual-Tracer PET Imaging. 87-100 - Michael Tänzer
Faster Diffusion Cardiac MRI with Deep Learning-Based Breath Hold Reduction. 101-115 - Chenxi Lu, Bo Dong, Xi Hu, Yang Zhao, Hongjian He
Preoperative CT and Intraoperative CBCT Image Registration and Evaluation in Robotic Cochlear Implant Surgery. 116-129 - Lihao Liu, Chenyang Hong, Angelica I. Avilés-Rivero, Carola-Bibiane Schönlieb:
Simultaneous Semantic and Instance Segmentation for Colon Nuclei Identification and Counting. 130-138 - Nabeel Khalid
Point2Mask: A Weakly Supervised Approach for Cell Segmentation Using Point Annotation. 139-153
Image Interpretation
- Gorkem Polat
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation. 157-171 - Lei Ye, Eugénie Hunsicker, Baihua Li, Diwei Zhou:
Procrustes Analysis of Muscle Fascicle Shapes Based on DTI Fibre Tracking. 172-186 - Mohammad Alsharid, Harshita Sharma
Weakly Supervised Captioning of Ultrasound Images. 187-198 - Manu Goyal
Computerised Methods for Monitoring Diabetic Foot Ulcers on Plantar Foot: A Feasibility Study. 199-211 - Royden Wagner, Karl Rohr:
CellCentroidFormer: Combining Self-attention and Convolution for Cell Detection. 212-222 - Heng Yu, Di Fan, Weihu Song:
GPU-Net: Lightweight U-Net with More Diverse Features. 223-233 - Muhammad Ridzuan
Self-supervision and Multi-task Learning: Challenges in Fine-Grained COVID-19 Multi-class Classification from Chest X-rays. 234-250
Image Segmentation
- Bin Kong, Xin Wang, Yi Lu, Hao-Yu Yang, Kunlin Cao, Qi Song, Youbing Yin:
Ultrasonography Uterus and Fetus Segmentation with Constrained Spatial-Temporal Memory FCN. 253-261 - Zhendi Gong, Rosemary Nicholas, Susan T. Francis, Xin Chen:
Thigh and Calf Muscles Segmentation Using Ensemble of Patch-Based Deep Convolutional Neural Network on Whole-Body Water-Fat MRI. 262-270 - Mikael Brudfors, Yaël Balbastre, John Ashburner, Geraint Rees, Parashkev Nachev, Sébastien Ourselin, M. Jorge Cardoso
Fitting Segmentation Networks on Varying Image Resolutions Using Splatting. 271-282 - Karl Bengtsson Bernander, Joakim Lindblad, Robin Strand, Ingela Nyström:
Rotation-Equivariant Semantic Instance Segmentation on Biomedical Images. 283-297 - Md. Atik Ahamed
Joint Learning with Local and Global Consistency for Improved Medical Image Segmentation. 298-312 - Hao Li
LKAU-Net: 3D Large-Kernel Attention-Based U-Net for Automatic MRI Brain Tumor Segmentation. 313-327 - Pengcheng Xu, Kyung Sang Kim, Huafeng Liu, Quanzheng Li:
Attention-Fused CNN Model Compression with Knowledge Distillation for Brain Tumor Segmentation. 328-338 - Samar Ibrahim
Lung Segmentation Using ResUnet++ Powered by Variational Auto Encoder-Based Enhancement in Chest X-ray Images. 339-356 - Neda Azarmehr
A Neural Architecture Search Based Framework for Segmentation of Epithelium, Nuclei and Oral Epithelial Dysplasia Grading. 357-370 - S. M. Kamrul Hasan, Cristian A. Linte:
STAMP: A Self-training Student-Teacher Augmentation-Driven Meta Pseudo-Labeling Framework for 3D Cardiac MRI Image Segmentation. 371-386 - Sergio Naval Marimont
Implicit U-Net for Volumetric Medical Image Segmentation. 387-397 - Nora Vogt, Zobair Arya, Luis Núñez, Kezia Hobson
A Deep-Learning Lesion Segmentation Model that Addresses Class Imbalance and Expected Low Probability Tissue Abnormalities in Pre and Postoperative Liver MRI. 398-411 - Dániel Unyi, Ferdinando Insalata
Utility of Equivariant Message Passing in Cortical Mesh Segmentation. 412-424 - Raja Muhammad Saad Bashir
A Novel Framework for Coarse-Grained Semantic Segmentation of Whole-Slide Images. 425-439
Generative Adversarial Network, Transformer and New Models
- Yiming Xie, Ahmed E. Fetit:
How Effective is Adversarial Training of CNNs in Medical Image Analysis? 443-457 - Qifan Zhou
A U-Net Based Progressive GAN for Microscopic Image Augmentation. 458-468 - Abdulah Fawaz, Logan Z. J. Williams, A. David Edwards
A Deep Generative Model of Neonatal Cortical Surface Development. 469-481 - Nina Cheng, Rodrigo Bonazzola, Nishant Ravikumar
A Generative Framework for Predicting Myocardial Strain from Cine-Cardiac Magnetic Resonance Imaging. 482-493 - Ziyang Wang, Jian-Qing Zheng
An Uncertainty-Aware Transformer for MRI Cardiac Semantic Segmentation via Mean Teachers. 494-507 - Jinjing Zhang
SF-SegFormer: Stepped-Fusion Segmentation Transformer for Brain Tissue Image via Inter-Group Correlation and Enhanced Multi-layer Perceptron. 508-518 - Vittorino Mandujano-Cornejo, Javier A. Montoya-Zegarra
Polyp2Seg: Improved Polyp Segmentation with Vision Transformer. 519-534 - Kerr Fitzgerald
Multi-resolution Fine-Tuning of Vision Transformers. 535-546 - Michael Yeung
From Astronomy to Histology: Adapting the FellWalker Algorithm to Deep Nuclear Instance Segmentation. 547-561
Image Classification
- Biraja Ghoshal, Bhargab Ghoshal, Allan Tucker:
Leveraging Uncertainty in Deep Learning for Pancreatic Adenocarcinoma Grading. 565-577 - Shubham Dodia
A Novel Bi-level Lung Cancer Classification System on CT Scans. 578-593 - Hongzhi Zhu, Robert Rohling, Septimiu E. Salcudean:
Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images with Multi-task UNet. 594-608 - Takeaki Kadota
Deep Bayesian Active-Learning-to-Rank for Endoscopic Image Data. 609-622 - Francesco Dalla Serra, Grzegorz Jacenków
Improving Image Representations via MoCo Pre-training for Multimodal CXR Classification. 623-635 - Guillaume Pelluet
Multi-scale Graph Neural Networks for Mammography Classification and Abnormality Detection. 636-650 - Md. Mostafa Kamal Sarker
TransSLC: Skin Lesion Classification in Dermatoscopic Images Using Transformers. 651-660
Image Enhancement, Quality Assessment, and Data Privacy
- Xiaochuan Li, Yuan Ke
Privacy Preserving and Communication Efficient Information Enhancement for Imbalanced Medical Image Classification. 663-679 - Mohamed Saeed
Contrastive Pretraining for Echocardiography Segmentation with Limited Data. 680-691 - Huihui Li, Pengfei Yang, Xin Ge, Tianye Niu:
High-Quality 4D-CBCT Imaging from Single Routine Scan. 692-702 - Furkan Kaynar
Non-iterative Blind Deblurring of Digital Microscope Images with Spatially Varying Blur. 703-718 - Laura Carolina Martínez Esmeral
Low-Effort Re-identification Techniques Based on Medical Imagery Threaten Patient Privacy. 719-733 - Mustapha Zokay
Removing Specular Reflection in Multispectral Dermatological Images Using Blind Source Separation. 734-750 - Hesham Ali
A Multi-scale Self-supervision Method for Improving Cell Nuclei Segmentation in Pathological Tissues. 751-763
Radiomics, Predictive Models, and Quantitative Imaging
- Francesco Bianconi
Correlation Between IBSI Morphological Features and Manually-Annotated Shape Attributes on Lung Lesions at CT. 767-777 - Zheyu Zhu, Ruining Deng
Large-Scale Patch-Wise Pathological Image Feature Dataset with a Hardware-agnostic Feature Extraction Tool. 778-786 - Cynthia Maldonado García
Predicting Myocardial Infarction Using Retinal OCT Imaging. 787-797 - Andres F. Vargas
On the Feasibility of Radiomic Analysis for the Detection of Breast Lesions in Speed-of-Sound Images of the Breast. 798-813 - Asmaa Elsayed, Hanya Mostafa, Reem Tarek, Kareem Mohamed, Abdelaziz Hossam, Sahar Selim
Oral Dental Diagnosis Using Deep Learning Techniques: A Review. 814-832 - Youssef Arafat
Computational Image Analysis Techniques, Programming Languages and Software Platforms Used in Cancer Research: A Scoping Review. 833-847
Image-Guided Intervention
- Adrian Krenzer, Joel Troya, Michael Banck, Boban Sudarevic
A User Interface for Automatic Polyp Detection Based on Deep Learning with Extended Vision. 851-868 - Laura Busto
Using Deep Learning on X-ray Orthogonal Coronary Angiograms for Quantitative Coronary Analysis. 869-881 - Hossam Mohamed Sarhan, Hesham Ali, Eman Ehab
Efficient Pipeline for Rapid Detection of Catheters and Tubes in Chest Radiographs. 882-891 - Edward Sanderson
FCN-Transformer Feature Fusion for Polyp Segmentation. 892-907
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