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Medical Imaging 2018: Image Processing: Houston, Texas, USA
- Elsa D. Angelini, Bennett A. Landman:
Medical Imaging 2018: Image Processing, Houston, Texas, United States, 10-15 February 2018. SPIE Proceedings 10574, SPIE 2018, ISBN 9781510616370
Brain: Shapes and Biomarkers
- Ilwoo Lyu, Hakmook Kang, Neil D. Woodward
, Bennett A. Landman:
Sulcal depth-based cortical shape analysis in normal healthy control and schizophrenia groups. 1057402 - Oula Puonti
Skull segmentation from MR scans using a higher-order shape model based on convolutional restricted Boltzmann machines. 1057404 - Liane S. Canas
Imaging biomarkers for the diagnosis of Prion disease. 1057405 - Prasanna Parvathaneni, Ilwoo Lyu, Yuankai Huo, Justin A. Blaber, Allison E. Hainline, Hakmook Kang, Neil D. Woodward
Constructing statistically unbiased cortical surface templates using feature-space covariance. 1057406
Deep Learning: Segmentation
- Hui Tang, Mehdi Moradi, Ahmed El Harouni, Hongzhi Wang, Gopalkrishna Veni, Prasanth Prasanna, Tanveer F. Syeda-Mahmood:
Segmentation of anatomical structures in cardiac CTA using multi-label V-Net. 1057407 - Nikolas Leßmann
Iterative convolutional neural networks for automatic vertebra identification and segmentation in CT images. 1057408 - Yuankai Huo, Zhoubing Xu, Shunxing Bao
Splenomegaly segmentation using global convolutional kernels and conditional generative adversarial networks. 1057409 - Dongqing Zhang, Ilknur Icke, Belma Dogdas, Sarayu Parimal, Smita Sampath, Joseph Forbes, Ansuman Bagchi, Chih-Liang Chin, Antong Chen:
Segmentation of left ventricle myocardium in porcine cardiac cine MR images using a hybrid of fully convolutional neural networks and convolutional LSTM. 105740A - Holger Roth
Towards dense volumetric pancreas segmentation in CT using 3D fully convolutional networks. 105740B - Chi Xiao, Weifu Li, Xi Chen, Hua Han, Qiwei Xie:
An effective fully deep convolutional neural network for mitochondria segmentation based on ATUM-SEM. 105740C
Image Enhancement
- Jyotirmoy Banerjee, Premal A. Patel
A log-Euclidean and total variation based variational framework for computational sonography. 105740D - Bo Zhou
Visualization of coronary artery calcium in dual energy chest radiography using automatic rib suppression. 105740E - Junchi Liu, Amin Zarshenas, Ammar Qadir, Zheng Wei, Limin Yang
Radiation dose reduction in digital breast tomosynthesis (DBT) by means of deep-learning-based supervised image processing. 105740F - Nikolai V. Slavine, Stephen Seiler, Timothy J. Blackburn, Robert E. Lenkinski:
Image enhancement method for digital mammography. 105740G - Devi Ayyagari, Nisha Ramesh, Dimitri Yatsenko, Tolga Tasdizen, Cristain Atria:
Image reconstruction using priors from deep learning. 105740H
Machine Learning
- Cristian Lorenz, Tom Brosch, Cybèle Ciofolo-Veit
Automated abdominal plane and circumference estimation in 3D US for fetal screening. 105740I - Feriel Khellaf
Left ventricle segmentation in 3D ultrasound by combining structured random forests with active shape models. 105740J - Chenglong Wang, Masahiro Oda
Fine segmentation of tiny blood vessel based on fully-connected conditional random field. 105740K - Bhavya Ajani, Aditya Bharadwaj, Karthik Krishnan:
Automatic and fast CT liver segmentation using sparse ensemble with machine learned contexts. 105740L - Evelin Hristova, Heinrich Schulz, Tom Brosch, Mattias P. Heinrich
Nearest neighbor 3D segmentation with context features. 105740M - Jan Hering, Jan Kybic, Lukás Lambert:
Detecting multiple myeloma via generalized multiple-instance learning. 105740N
Registration
- Sandra Schultz, Heinz Handels
A multilevel Markov Chain Monte Carlo approach for uncertainty quantification in deformable registration. 105740O - Shikha Chaganti, Bennett A. Landman:
Quadratic: quality of dice in registration circuits. 105740P - Eike Mücke, Heinz Handels
Self-reference-based and during-registration detection of motion artifacts in spatio-temporal image data. 105740Q - Parag Bhosale, Marius Staring
GPU-based stochastic-gradient optimization for non-rigid medical image registration in time-critical applications. 105740R - Koen A. J. Eppenhof
Deformable image registration using convolutional neural networks. 105740S
Keynote and Highlights
- Tom Brosch, Axel Saalbach:
Foveal fully convolutional nets for multi-organ segmentation. 105740U - Mahmoud Mostapha, Mark D. Shen
A novel framework for the local extraction of extra-axial cerebrospinal fluid from MR brain images. 105740V - Michael D. Ketcha, Tharindu De Silva, Runze Han
A statistical model for image registration performance: effect of tissue deformation. 105740W
fMRI and DTI
- Vishwesh Nath, Kurt G. Schilling
SHARD: spherical harmonic-based robust outlier detection for HARDI methods. 105740X - Adora M. DSouza, Anas Z. Abidin
Regional autonomy changes in resting-state functional MRI in patients with HIV associated neurocognitive disorder. 105740Y - Fatemeh Mokhtari, Rhiannon E. Mayhugh, Christina E. Hugenschmidt, Walter Jack Rejeski, Paul J. Laurienti:
Tensor-based vs. matrix-based rank reduction in dynamic brain connectivity. 105740Z - Nicolas Honnorat, Christos Davatzikos:
Extrapolated nonnegative decompositions for the analysis of functional connectivity. 1057410 - Fangxu Xing
Strain map of the tongue in normal and ALS speech patterns from tagged and diffusion MRI. 1057411 - Prince D. Ngattai Lam, Gaetan Belhomme, Jessica Ferrall, Billie Patterson, Martin Styner, Juan-Carlos Prieto:
TRAFIC: fiber tract classification using deep learning. 1057412 - Allison E. Hainline, Vishwesh Nath, Prasanna Parvathaneni, Justin A. Blaber, Baxter P. Rogers
Evaluation of inter-site bias and variance in diffusion-weighted MRI. 1057413
Motion
- Xiaokai Wang, Maureen L. Stone, Jerry L. Prince, Arnold D. Gomez
A novel filtering approach for 3D harmonic phase analysis of tagged MRI. 1057414 - Martin G. Wagner, Paul F. Laeseke, Colin Harari, Sebastian Schafer, Michael A. Speidel, Charles A. Mistretta:
Feasibility of intra-acquisition motion correction for 4D DSA reconstruction for applications in the thorax and abdomen. 1057415 - Tanja Elss, Hannes Nickisch, Tobias Wissel, Holger Schmitt, Mani Vembar, Michael M. Morlock, Michael Grass:
Deep-learning-based CT motion artifact recognition in coronary arteries. 1057416 - André Mastmeyer, Matthias Wilms, Heinz Handels
Population-based respiratory 4D motion atlas construction and its application for VR simulations of liver punctures. 1057417 - Wei Shao
Sensitivity analysis of Jacobian determinant used in treatment planning for lung cancer. 1057418
Image Features
- Abhishek Tiwari, Kedar Anil Patwardhan:
HoDOr: histogram of differential orientations for rigid landmark tracking in medical images. 1057419 - Syed Ahmed Nadeem, Eric A. Hoffman
Topological leakage detection and freeze-and-grow propagation for improved CT-based airway segmentation. 105741A - Sureerat Reaungamornrat, Aaron Carass, Yufan He, Shiv Saidha, Peter A. Calabresi, Jerry L. Prince:
Inter-scanner variation independent descriptors for constrained diffeomorphic demons registration of retina OCT. 105741B - Martijn P. A. Starmans
Classification of malignant and benign liver tumors using a radiomics approach. 105741D - Shalese Bexandall, Shrushrita Sharma, Peng Thai, Glen Pridham, Yunyan Zhang:
Quantitative phase and texture angularity analysis for brain white matter lesions in multiple sclerosis. 105741E
Deep Learning: Lesions and Pathologies
- Lele Chen, Yue Wu, Adora M. DSouza, Anas Z. Abidin
MRI tumor segmentation with densely connected 3D CNN. 105741F - Filipe Marques, Florian Dubost, Mariette Kemner-van de Corput, Harm A. W. M. Tiddens, Marleen de Bruijne
Quantification of lung abnormalities in cystic fibrosis using deep networks. 105741G - Germán González
Deep learning for biomarker regression: application to osteoporosis and emphysema on chest CT scans. 105741H - Piotr Chudzik, Somshubra Majumdar, Francesco Calivá, Bashir Al-Diri, Andrew Hunter:
Microaneurysm detection using deep learning and interleaved freezing. 105741I - Domen Ravnik, Tim Jerman, Franjo Pernus, Bostjan Likar, Ziga Spiclin:
Dataset variability leverages white-matter lesion segmentation performance with convolutional neural network. 105741J
Deep Learning: Generative Adversarial Networks
- Christopher Bowles, Roger N. Gunn
Modelling the progression of Alzheimer's disease in MRI using generative adversarial networks. 105741K - Camilo Bermudez, Andrew J. Plassard, Larry T. Davis, Allen T. Newton, Susan M. Resnick, Bennett A. Landman:
Learning implicit brain MRI manifolds with deep learning. 105741L - Ali Madani, Mehdi Moradi, Alexandros Karargyris, Tanveer F. Syeda-Mahmood:
Chest x-ray generation and data augmentation for cardiovascular abnormality classification. 105741M - Marijn van Stralen, Y. Zhou, P. J. Wozny, Peter R. Seevinck, Marco Loog:
Contextual loss functions for optimization of convolutional neural networks generating pseudo CTs from MRI. 105741N
Poster Session: Enhancement
- Yingying Gu, Jun Zhang, Ping Xue:
Multi-grid nonlocal techniques for x-ray scatter correction. 105741O - Shinkook Choi, Jongduk Baek:
A new method to reduce cone beam artifacts by optimal combination of FDK and TV-IR images. 105741Q - Julia M. H. Noothout, Bob D. de Vos, Jelmer M. Wolterink
Automatic segmentation of thoracic aorta segments in low-dose chest CT. 105741S - Yutaro Iwamoto, Xian-Hua Han, Akihiko Shiino, Yen-Wei Chen:
Fast super-resolution with iterative-guided back projection for 3D MR images. 105741T
Poster Session: Machine Learning
- Defeng Zhang, Weifang Zhu, Heming Zhao, Fei Shi, Xinjian Chen
Automatic localization and segmentation of optical disk based on faster R-CNN and level set in fundus image. 105741U - Fatema Tuz Zohora, Sameer K. Antani
Circle-like foreign element detection in chest x-rays using normalized cross-correlation and unsupervised clustering. 105741V - Ivo M. Baltruschat, Axel Saalbach, Mattias P. Heinrich
Orientation regression in hand radiographs: a transfer learning approach. 105741W - Rajath Elias Soans, James A. Shackleford:
Organ localization and identification in thoracic CT volumes using 3D CNNs leveraging spatial anatomic relations. 105741X - Yoni Dukler, Yurun Ge, Yizhou Qian, Shintaro Yamamoto, Baichuan Yuan, Long Zhao, Andrea L. Bertozzi
Automatic valve segmentation in cardiac ultrasound time series data. 105741Y - Jeremy Benson, Hector Carrillo, Jeffrey Wigdahl, Sheila C. Nemeth, John Maynard, Gilberto Zamora, E. Simon Barriga, Trilce Estrada
Transfer learning for diabetic retinopathy. 105741Z - Zeynettin Akkus
Extraction of brain tissue from CT head images using fully convolutional neural networks. 1057420 - Faisal Mahmood
Deep learning-based depth estimation from a synthetic endoscopy image training set. 1057421 - G. Eche, Omar Zenteno
Automatic lung ultrasound B-line recognition in pediatric populations for the detection of pneumonia. 1057422 - Yufei Gao, Yameng Zhang, Wen Zhou
Brain decoding using deep convolutional network and its application in cross-subject analysis. 1057423 - Duo Wang, Rui Zhang, Jin Zhu, Zhongzhao Teng, Yuan Huang
Neural network fusion: a novel CT-MR aortic aneurysm image segmentation method. 1057424 - Cristian Lorenz, Nora Vogt, Peter Börnert, Tom Brosch:
Spine centerline extraction and efficient spine reading of MRI and CT data. 1057425
Poster Session: Quantification and Modeling
- Timo Kepp, Christine Droigk, Malte Casper, Michael Evers
Segmentation of subcutaneous fat within mouse skin in 3D OCT image data using random forests. 1057426 - Dongqing Zhang, Jack H. Noble, Benoit M. Dawant:
Automatic detection of the inner ears in head CT images using deep convolutional neural networks. 1057427 - Jorge Onieva Onieva, Germán González Serrano
Multiorgan structures detection using deep convolutional neural networks. 1057428 - Ningning Zhao, Daniel O'Connor, Wenbo Gu, Dan Ruan, Adrian Basarab, Ke Sheng
Coupling reconstruction and motion estimation for dynamic MRI through optical flow constraint. 1057429 - Jongha Lee, Hoyeon Lee
Sinogram synthesis using convolutional-neural-network for sparsely view-sampled CT. 105742A - Nicolas Honnorat, Christos Davatzikos:
High resolution robust and smooth precision matrices to capture functional connectivity. 105742B - Xiaocui Wang, Chuanzhu Sun, Shan Wang, Jieli Cao, Hui Xu
Hubs defined with participation coefficient metric altered following acute mTBI. 105742C - Zahra Sedghi Gamechi, Andrés M. Arias Lorza, Jesper Holst Pedersen, Marleen de Bruijne
Aorta and pulmonary artery segmentation using optimal surface graph cuts in non-contrast CT. 105742D - Jens von Berg, Tobias Klinder, Cristian Lorenz:
Model based rib-cage unfolding for trauma CT. 105742E - Guoping Xu, Jayaram K. Udupa, Yubing Tong, Hanqiang Cao
Thoracic lymph node station recognition on CT images based on automatic anatomy recognition with an optimal parent strategy. 105742F - Kin Quan, Rebecca J. Shipley
Tapering analysis of airways with bronchiectasis. 105742G - Aimilia Gastounioti, Meng-Kang Hsieh, Lauren Pantalone, Emily F. Conant, Despina Kontos:
Volumetric versus area-based density assessment: comparisons using automated quantitative measurements from a large screening cohort. 105742H - Yongjin Chang, Gregory C. Sharp
Subject-specific brain tumor growth modelling via an efficient Bayesian inference framework. 105742I - Lilli Kaufhold, Andreas Harloff, Christian Schumann, Axel Joachim Krafft, Jürgen Hennig, Anja Hennemuth
Image-based assessment of uncertainty in quantification of carotid lumen. 105742J - Carlos Cano-Espinosa
Automated Agatston score computation in non-ECG gated CT scans using deep learning. 105742K - Soroosh Sanatkhani
Generative statistical modeling of left atrial appendage appearance to substantiate clinical paradigms for stroke risk stratification. 105742L - Yohei Torigoe, Shoken Oshiro, Tozaki Tetsuya, Michio Senda:
Feature analysis of high SUV regions based on FDG-PET. 105742M - Soroosh Sanatkhani
Relating regional characteristics of left atrial shape to presence of scar in patients with atrial fibrillation. 105742N - Fengxia Yan, Jayaram K. Udupa, Yubing Tong, Guoping Xu, Dewey Odhner, Drew A. Torigian:
Automatic anatomy recognition using neural network learning of object relationships via virtual landmarks. 105742O - Cailey E. Fitzgerald, Liam Cattell, Gustavo K. Rohde:
Training classifiers with limited data using the Radon cumulative distribution transform. 105742P
Poster Session: Registration
- Ana Luiza Menegatti Pavan
Enhancement of breast periphery region in digital mammography. 105742R - Jiong Wu
Fast diffeomorphic image registration via GPU-based parallel computing: an investigation of the matching cost function. 105742S - Ilwoo Lyu, Jonathan Perdomo
Group-wise shape correspondence of variable and complex objects. 105742T
Poster Session: Segmentation
- Mohsen Ghafoorian, Jonas Teuwen, Rashindra Manniesing
Student beats the teacher: deep neural networks for lateral ventricles segmentation in brain MR. 105742U - Meg F. Bobo, Shunxing Bao
Fully convolutional neural networks improve abdominal organ segmentation. 105742V - Nivedita Khobragade
Multi-class segmentation of neuronal electron microscopy images using deep learning. 105742W - Mahsa Torkaman, Romeil Sandhu, Allen R. Tannenbaum:
Extraction of breast lesions from ultrasound imagery: Bhattacharyya gradient flow approach. 105742Y - Xuesong Yang, Yong Fan:
Coupled dictionary learning for joint MR image restoration and segmentation. 105742Z - Piotr Chudzik, Somshubra Majumdar, Francesco Calivá, Bashir Al-Diri, Andrew Hunter:
Exudate segmentation using fully convolutional neural networks and inception modules. 1057430 - Jeffrey Glaister, Muhan Shao, Xiang Li, Aaron Carass, Snehashis Roy
Deformable model reconstruction of the subarachnoid space. 1057431 - Shenghua He, Jie Zheng, Akiko Maehara, Gary S. Mintz, Dalin Tang, Mark A. Anastasio, Hua Li:
Convolutional neural network based automatic plaque characterization for intracoronary optical coherence tomography images. 1057432 - Andrew Beers, Ken Chang, James M. Brown
Sequential neural networks for biologically-informed glioma segmentation. 1057433 - Tian Zhang, Zhiyi Wu, Jürgen H. Runge, Cristina Lavini, Jaap Stoker
A hybrid segmentation method for partitioning the liver based on 4D DCE-MR Images. 1057434 - Bo Chen, Shan Huang, Feifei Xie, Lihong C. Li, Wensheng Chen, Zhengrong Liang:
A new medical image segmentation model based on fractional order differentiation and level set. 1057435 - Liyuan Chen, Chenyang Shen
Automatic PET cervical tumor segmentation by deep learning with prior information. 1057436 - Khadeejah Mohiuddin, Justin W. L. Wan:
Automated segmentation of cellular images using an effective region force. 1057437 - Yuankai Huo, Shunxing Bao
Improved stability of whole brain surface parcellation with multi-atlas segmentation. 1057438 - Xuesong Yang, Yong Fan:
Feature extraction using convolutional neural networks for multi-atlas based image segmentation. 1057439 - Min Sun, Zhiqiang Zhang, Chiyuan Ma, Suihua Chen, Xinjian Chen
Random walk based optic chiasm localization using multi-parametric MRI for patients with pituitary adenoma. 105743A - Yuanbo Ji, Rob J. van der Geest, Saman Nazarian, Boudewijn P. F. Lelieveldt, Qian Tao:
Advanced two-layer level set with a soft distance constraint for dual surfaces segmentation in medical images. 105743B
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