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Articles in journal, book chapters
2024
  1. Kumar Abhishek, Colin J. Brown, and Ghassan Hamarneh. Multi-Sample $\zeta$-mixup: Richer, More Realistic Synthetic Samples from a $p$-Series Interpolant. Journal of Big Data, 11(43):1-41, 3 2024. Keyword(s): Machine Learning, Deep Learning, Synthesis/Simulation/Augmentation, Classification, Dermatology. [bibtex-key = jbd2024]


  2. Nourhan Bayasi, Ghassan Hamarneh, and Rafeef Garbi. GC2: Generalizable Continual Classification of Medical Images. IEEE Transactions on Medical Imaging (IEEE TMI), 000(000):000-000, 2024. Keyword(s): Dermatology, Color/Multichannel/Vector-valued, Machine Learning, Deep Learning, Continual Learning, Domain Generalization. [bibtex-key = tmi2024]


  3. Saeed Izadi, Isaac Shiri, Carlos Uribe, Parham Geramifar, Habib Zaidi, Arman Rahmim, and Ghassan Hamarneh. Enhanced Direct Joint Attenuation and Scatter Correction of Whole-Body PET Images via Context-Aware Deep Networks. Zeitschrift fuer Medizinische Physik, 000(000):000-000, 2024. Keyword(s): Enhancement/Restoration/Denoising, Deep Learning, Functional/Molecular/Dynamic Imaging. [bibtex-key = zmedphys2024]


  4. Ivan Robert Nabi, Ben Cardoen, Khater, Guang Gao, Timothy H. Wong, and Ghassan Hamarneh. AI-based analysis of super-resolution microscopy: Biological discovery in the absence of ground truth. The Journal Of Cell Biology (JCB), 000(jcb.000):000-000, 000 2024. Keyword(s): Super Resolution Microscopy, Deep Learning, Machine Learning, Weak Supervision, Survey/Review. [bibtex-key = jcb2024]


  5. Ashish Sinha, Jeremy Kawahara, Arezou Pakzad, Kumar Abhishek, Matthieu Ruthven, Enjie Ghorbel, Anis Kacem, Djamila Aouada, and Ghassan Hamarneh. DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images (Sinha, Kawahara, Pakzad: Joint first authors). Medical Image Analysis (MedIA), 000(103145):000, 2024. Keyword(s): Dermatology, Machine Learning, Deep Learning, Segmentation, Synthesis/Simulation/Augmentation, Datasets. [bibtex-key = media2024]


  6. Hanene Ben Yedder, Ben Cardoen, Majid Shokoufi, Farid Golnaraghi, and Ghassan Hamarneh. Deep Orthogonal Multi-Wavelength Fusion for Tomogram-Free Diagnosis in Diffuse Optical Imaging. Computers in Biology and Medicine (CIBM), 000:000, 2024. Keyword(s): Image Reconstruction, Machine Learning, Deep Learning. [bibtex-key = cibm2024]


2023
  1. Ben Cardoen, Kurt Vandevoorde, Guang Gao, Milene Ortiz-Silva, Parsa Alan, Ellie Tiliakou, William Liu, A. Wayne Vogl, Ghassan Hamarneh, and Ivan Robert Nabi. Membrane contact site detection (MCS-DETECT) reveals dual control of rough mitochondria-ER contacts (Cardoen, Vandevoorde, Gao, and Ortiz: Joint first authors; Hamarneh and Nabi: Joint senior authors). The Journal Of Cell Biology (JCB), 1(jcb.202206109):000-000, 11 2023. Keyword(s): Super Resolution Microscopy, Object Detection, Restoration, Reconstruction, Interaction. [bibtex-key = jcb2023]


  2. Ben Cardoen, Hanene Ben Yedder, Sieun Lee, Ivan Robert Nabi, and Ghassan Hamarneh. DataCurator.jl: Efficient, portable, and reproducible validation, curation, and transformation of large heterogeneous datasets using human-readable recipes compiled into machine verifiable templates. BioInformatics Advances, 3(1-5):000-000, 2023. Keyword(s): Microscopy, Processing, Single Molecule Localization, Super Resolution Microscopy, Software and Tools, Reproducibility. [bibtex-key = bioinfadv2023]


  3. Saurabh Garg, Haoyao Ruan, Ghassan Hamarneh, Dawn M. Behne, Allard Jongman, Joan Sereno, and Yue Wang. Mouth2Audio: Intelligible Audio Synthesis From Videos With Distinctive Vowel Articulation. International Journal of Speech Technology, 000(000):000-000, 2023. Keyword(s): Synthesis/Simulation/Augmentation, Tracking, Machine Learning, Deep Learning, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = ijst2023b]


  4. Saurabh Garg, Lisa Y. W. Tang, Ghassan Hamarneh, Allard Jongman, Joan Sereno, and Yue Wang. Different facial cues for different speech styles in Mandarin tone articulation. Frontiers in Communication - Language Sciences, 8(1148240):1-19, 2023. Keyword(s): Tracking, Machine Learning, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = frontcomm2023]


  5. Weina Jin, Mostafa Fatehi, Ru Guo, and Ghassan Hamarneh. Evaluating the Clinical Utility of Artificial Intelligence Assistance and its Explanation on the Glioma Grading Task (Jin and Fatehi: Joint first authors). Artificial Intelligence In Medicine, 000(000):000-000, 2023. Keyword(s): Deep Learning, Explainable AI (XAI). [bibtex-key = aiim2023]


  6. Weina Jin, Xiaoxiao Li, Mostafa Fatehi, and Ghassan Hamarneh. Generating Post-Hoc Explanation from Deep Neural Networks for Multi-Modal Medical Image Analysis Tasks. MethodX, 10(102009):1-7, 2023. Keyword(s): Deep Learning, Explainable AI (XAI), Multimodal, Software and Tools. [bibtex-key = methodx2023]


  7. Zahra Mirikharaji, Kumar Abhishek, Alceu Bissoto, Catarina Barata, Sandra Avila, Eduardo Valle, M. Emre Celebi, and Ghassan Hamarneh. A Survey on Deep Learning for Skin Lesion Segmentation (Mirikharaji and Abhishek: Joint first authors; Celebi and Hamarneh: Joint senior authors). Medical Image Analysis (MedIA), pp 1-55, 2023. Keyword(s): Machine Learning, Deep Learning, Segmentation, Survey/Review, Dermatology. [bibtex-key = media2023]


  8. Shubam Sachdeva, Haoyao Ruan, Ghassan Hamarneh, Dawn Behne, Allard Jongman, Joan Sereno, and Yue Wang. Plain-to-clear speech video conversion for enhanced intelligibility. International Journal of Speech Technology (IJST), pp 1-22, 2023. Keyword(s): Segmentation, Tracking, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = ijst2023a]


2022
  1. Parsa Alan, Bharat Joshi, Ben Cardoen, Kurt Vandevoorde, Guang Gao, Peter Overby, James D. Johnson, Ghassan Hamarneh, and Ivan Robert Nabi. Basal Gp78-dependent mitophagy promotes mitochondrial health and limits mitochondrial ROS (Alan, Joshi, Cardoen, and Vandevoorde: Joint first authors; Hamarneh and Nabi: Joint senior authors). Cellular and Molecular Life Sciences (CMLS), 79(565):1-20, 2022. Keyword(s): Super Resolution Microscopy, Image Processing, Belief Theory. [bibtex-key = cmls2022]


  2. Ben Cardoen, Timothy H. Wong, Parsa Alan, Sieun Lee, Joanne Aiko Matsubara, Ivan Robert Nabi, and Ghassan Hamarneh. SPECHT: Self-tuning Plausibility Based Object Detection Enables Quantification of Conflict in Heterogeneous Multi-scale Microscopy (Nabi and Hamarneh: Joint senior authors). PLOS ONE, 17(12):e0276726, 2022. Keyword(s): Super Resolution Microscopy, Machine Learning, Classification, Belief Theory, Biomarkers/Biosignatures, Generalizability. [bibtex-key = plosone2022]


  3. Arafat Hussain, Zahra Mirikharaji, Mohammad Momeny, Mahmoud Marhamati, Ali Asghar Neshat, Rafeef Garbi, and Ghassan Hamarneh. Active Deep Learning from a Noisy Teacher for Semi-supervised 3D Image Segmentation: Application to COVID-19 Pneumonia Infection in CT. Computerized Medical Imaging and Graphics (CMIG), 102(102127):1-11, 2022. Keyword(s): Segmentation, Machine Learning, Deep Learning, COVID19, SARS-CoV-2. [bibtex-key = cmig2022]


  4. Saeed Izadi, Darren Sutton, and Ghassan Hamarneh. Image Denoising in the Deep Learning Era. Artificial Intelligence Review, 000(000):1-46, 2022. Keyword(s): Enhancement/Restoration/Denoising, Machine Learning, Deep Learning, Survey/Review. [bibtex-key = aire2022]


  5. Weina Jin, Xiaoxiao Li, Mostafa Fatehi, and Ghassan Hamarneh. Guidelines and evaluation for clinical explainable AI in medical image analysis. Medical Image Analysis (MedIA), 102684:1-30, 2022. Keyword(s): Deep Learning, Explainable AI (XAI), Multimodal. [bibtex-key = media2022b]


  6. Ivan Klyuzhin, Yixi Xu, Anthony Ortiz, Juan Lavista Ferres, Ghassan Hamarneh, and Arman Rahmim. Testing the Ability of Convolutional Neural Networks to Learn Radiomic Features. Computer Methods and Programs in Biomedicine, 2019(106750):1-10, 2022. Keyword(s): Deep Learning, Functional/Molecular/Dynamic Imaging, Radiomics. [bibtex-key = cmpb2022]


  7. M.Sadegh Saberian, Kathleen Moriarty, Andrea Olmstead, Christian Hallgrimson, François Jean, Ivan Robert Nabi, Maxwell Libbrecht, and Ghassan Hamarneh. DEEMD: Drug Efficacy Estimation against SARS-CoV-2 based on Cell Morphology with Deep Multiple Instance Learning. IEEE Transactions on Medical Imaging (IEEE TMI), 41(11):3128-3145, 2022. Keyword(s): Deep Learning, Machine Learning, COVID19, SARS-CoV-2. [bibtex-key = tmi2022]


  8. Darren Sutton, Zamir K. Punja, and Ghassan Hamarneh. Characterization of Trichome Phenotypes to Assess Maturation and Flower Development in Cannabis sativa L. (Cannabis) by Automatic Trichome Gland Analysis. Smart Agricultural Technology (SAT), 3(100111):1-15, 2022. Keyword(s): Agritech, Precision Agriculture, Plant Phenotyping, Trichomes, Medicinal Cannabis. [bibtex-key = sat2022]


  9. Mengliu Zhao, Jeremy Kawahara, Kumar Abhishek, Sajjad Shamanian, and Ghassan Hamarneh. Skin3D: Detection and Longitudinal Tracking of Pigmented Skin Lesions in 3D Total-Body Textured Meshes (Zhao and Kawahara: Joint first authors). Medical Image Analysis (MedIA), 77(102329):1-10, 2022. Keyword(s): Dermatology, Machine Learning, Deep Learning, Optimization, Registration and Matching, Graph based, Tracking, Datasets. [bibtex-key = media2022]


2021
  1. Kumar Abhishek, Jeremy Kawahara, and Ghassan Hamarneh. Predicting the Clinical Management of Skin Lesions using Deep Learning. Nature - Scientific Reports, 11(7769):1-14, 2021. Keyword(s): Dermatology, Machine Learning, Deep Learning, Clinical Management. [bibtex-key = nature_sr2021b]


  2. Arafat Hussain, Ghassan Hamarneh, and Rafeef Garbi. Cascaded Localization Regression Neural Nets for Kidney Localization and Segmentation-free Volume Estimation. IEEE Transactions on Medical Imaging (IEEE TMI), 40(6):1555-1567, 2021. Keyword(s): Machine Learning, Deep Learning, Segmentation, Localization. [bibtex-key = tmi2021]


  3. Arafat Hussain, Ghassan Hamarneh, and Rafeef Garbi. Learnable Image Histograms-based Deep Radiomics for Renal Cell Carcinoma Grading and Staging. Computerized Medical Imaging and Graphics (CMIG), 90(101924):1-10, 2021. Keyword(s): Classification, Machine Learning, Deep Learning. [bibtex-key = cmig2021]


  4. Saeed Izadi and Ghassan Hamarneh. AECNN: Adversarial and Enhanced Convolutional Neural Networks (Chapter 7). Computer-Aided Analysis of Gastrointestinal Videos, pp 59-62, 2021. ISBN: 978-3-030-64339-3. Keyword(s): Segmentation, Deep Learning, Generative Adversarial Network, Microscopy. [bibtex-key = caagv2021]


  5. Ali Majd, Mohammed AlJasser, Hengameh Mirzaalian, Jerry Shapiro, Ghassan Hamarneh, Harvey Lui, Leopoldo Duailibe Nogueira Santos, Thomas Chu, and Tim K. Lee. A novel automated approach to rapid and precise in vivo measurement of hair morphometrics using a smartphone. Skin Research and Technology (SRT), 27:1128–1134, 2021. Keyword(s): Anatomical Trees and Tubular Structures, Dermatology, Color/Multichannel/Vector-valued, Software and Tools. [bibtex-key = srt2021]


  6. Mohammad Momeny, Ali Asghar Neshat, Arafat Hussain, Solmaz Kia, Mahmoud Marhamati, Ahmad Jahanbakhshi, and Ghassan Hamarneh. Learning-to-Augment Strategy using Noisy and Denoised Data: Improving Generalizability of Deep CNN for the Detection of COVID-19 in X-ray Images. Computers in Biology and Medicine (CIBM), 136:104704, 2021. Keyword(s): Deep Learning, Classification, Augmentation, COVID19, SARS-CoV-2. [bibtex-key = cibm2021]


  7. Saeid Asgari Taghanaki, Kumar Abhishek, Joseph Paul Cohen, Julien Cohen-Adad, and Ghassan Hamarneh. Deep Semantic Segmentation of Natural and Medical Images: A Review (Taghanaki and Abhishek: Joint first authors). Artificial Intelligence Review, 54(1):137-178, 2021. Keyword(s): Segmentation, Survey/Review, Machine Learning, Deep Learning. [bibtex-key = aire2020a]


  8. Timothy H. Wong, Ismail M. Khater, Bharat Joshi, Mona Shahsavari, Ghassan Hamarneh, and Ivan Robert Nabi. Single molecule network analysis identifies structural changes to caveolae and scaffolds due to mutation of the caveolin-1 scaffolding domain (Wong and Khater: Joint first authors; Hamarneh and Nabi: Joint senior authors). Nature - Scientific Reports, 11(7810):1-14, 2021. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Machine Learning. [bibtex-key = nature_sr2021]


  9. Hanene Ben Yedder, Ben Cardoen, and Ghassan Hamarneh. Deep Learning for Biomedical Image Reconstruction: A Survey. Artificial Intelligence Review, 54(1):215-251, 2021. Keyword(s): Image Reconstruction, Machine Learning, Deep Learning. [bibtex-key = aire2020b]


  10. Hanene Ben Yedder, Ben Cardoen, Majid Shokoufi, Farid Golnaraghi, and Ghassan Hamarneh. Multitask Deep Learning Reconstruction and Localization of Lesions in Limited Angle Diffuse Optical Tomography. IEEE Transactions on Medical Imaging (IEEE TMI), 41(3):515-530, 2021. Keyword(s): Image Reconstruction, Machine Learning, Deep Learning, Synthesis/Simulation/Augmentation,. [bibtex-key = tmi2021b]


2020
  1. Ali Arab, Betty Chinda, George Medvedev, William Siu, Tao Gu, Hui Guo, Sylvain Moreno, Ghassan Hamarneh, Martin Ester, and Xiaowei Song. A Fast and Fully-Automated Deep-Learning Approach for Accurate Haemorrhage Segmentation and Volume Quantification in Non-Contrast Whole-Head CT (Arabi and Chinda: Joint first authors). Nature - Scientific reports, 10(19389):1-12, 2020. Keyword(s): Deep Learning, Segmentation. [bibtex-key = nature_sr2020b]


  2. Ben Cardoen, Hanene Ben Yedder, Anmol Sharma, Keng C. Chou, Ivan Robert Nabi, and Ghassan Hamarneh. ERGO: Efficient Recurrent Graph Optimized Emitter Density Estimation in Single Molecule Localization Microscopy. IEEE Transactions on Medical Imaging (IEEE TMI), 39(6):1942-1956, 2020. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Machine Learning. [bibtex-key = tmi2020]


  3. Saurabh Garg, Ghassan Hamarneh, Allard Jongman, Joan Sereno, and Yue Wang. ADFAC: Automatic Detection of Facial Articulatory Features. MethodX, 7:101006, 2020. Keyword(s): Segmentation, Tracking, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal, Software and Tools. [bibtex-key = methodx2020]


  4. Saurabh Garg, Lisa Y. W. Tang, Ghassan Hamarneh, Allard Jongman, Joan Sereno, and Yue Wang. Different facial cues for different speech styles in Mandarin tone articulation. The Journal of the Acoustical Society of America (JASA). Also appears in ASA Meeting, 148(4):2764-2764, 2020. Keyword(s): Tracking, Machine Learning, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = jasa2020]


  5. Weina Jin, Mostafa Fatehi, Kumar Abhishek, Mayur Mallya, Brian Toyota, and Ghassan Hamarneh. Artificial Intelligence in Glioma Imaging: Challenges and Advances. Journal of Neural Engineering, 17(2):021002, 2020. Keyword(s): Glioma Imaging, Machine Learning, Deep Learning, Survey/Review. [bibtex-key = jne2020]


  6. Ismail M. Khater, Ivan Robert Nabi, and Ghassan Hamarneh. A Review of Super-resolution Single Molecule Localization Microscopy Cluster Analysis and Quantification Methods. Cell Patterns, 1(3):2666-3899, 2020. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Network Modelling and Analysis, Deep Learning, Machine Learning, Classification, Graph based, Biomarkers/Biosignatures, Survey/Review. [bibtex-key = cellpatterns2020]


  7. Chloe Lim, Hayyan Liaqat, William Siu, Ghassan Hamarneh, and George Medvedev. Future implementation of automated analysis tools for Multiple Sclerosis on conventional magnetic resonance imaging (Lim and Liaqat: Joint first authors; Hamarneh and Medvedev: Joint senior authors). Multiple Sclerosis. MSVirtual 2020 – Late Breaking News. Also appears in ACTRIMS-ECTRMS meeting, 1(3 SUPPL):99, 2020. Keyword(s): Segmentation, Software and Tools, Multiple Sclerosis, MRI. [bibtex-key = msj2020]


  8. Rory Long, Kathleen Moriarty, Ben Cardoen, Guang Gao, A. Wayne Vogl, François Jean, Ghassan Hamarneh, and Ivan Robert Nabi. Super Resolution Microscopy and Deep Learning Identify Zika Virus Reorganization of the Endoplasmic Reticulum (Long and Moriarty: Joint first authors; Hamarneh and Nabi: Joint senior authors). Nature - Scientific reports, 10(20937):1-18, 2020. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Machine Learning, Deep Learning. [bibtex-key = nature_sr2020a]


  9. Brian Smith, John Buatti, Christian Bauer, Ethan Ulrich, Payam Ahmadvand, Mikalai Budzevich, Robert Gillies, Dmitry Goldgof, Milan Grkovski, Ghassan Hamarneh, Paul Kinahan, John Muzi, Mark Muzi, Charles Laymon, James Mountz, Sadek Nehmeh, Matthew Oborski, Binsheng Zhao, John Sunderland, and Reinhard Beichel. Multi-Site Technical and Clinical Performance Evaluation of Quantitative Imaging Biomarkers from 3D FDG PET Segmentations of Head and Neck Cancer Images. Tomography, 6(2):65-76, 2020. Keyword(s): Machine Learning, Segmentation, Functional/Molecular/Dynamic Imaging. [bibtex-key = tomography2020]


2019
  1. Saurabh Garg, Ghassan Hamarneh, Allard Jongman, Joan Sereno, and Yue Wang. Computer-vision analysis reveals facial movements made during Mandarin tone production align with pitch trajectories. Speech Communications, 113:47-62, 2019. Keyword(s): Segmentation, Tracking, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = speechcomm2019]


  2. Jeremy Kawahara, Sara Daneshvar, Giuseppe Argenziano, and Ghassan Hamarneh. Seven-Point Checklist and Skin Lesion Classification using Multi-Task Multi-Modal Neural Net. IEEE Journal of Biomedical and Health Informatics (IEEE JBHI) (Special Issue on Skin Lesion Image Analysis for Melanoma Detection), 23(2):538-546, 2019. Keyword(s): Color/Multichannel/Vector-valued, Deep Learning, Dermatology, Classification, Multimodal, Datasets. [bibtex-key = jbhi2019a]


  3. Jeremy Kawahara and Ghassan Hamarneh. Fully Convolutional Neural Networks to Detect Clinical Dermoscopic Features. IEEE Journal of Biomedical and Health Informatics (IEEE JBHI) (Special Issue on Skin Lesion Image Analysis for Melanoma Detection), 23(2):578-585, 2019. Keyword(s): Color/Multichannel/Vector-valued, Deep Learning, Dermatology, Classification, Segmentation. [bibtex-key = jbhi2019b]


  4. Ismail M. Khater, Stephane Aroca-Ouellette, Fanrui Meng, Ivan Robert Nabi, and Ghassan Hamarneh. Caveolae and scaffold detection from single molecule localization microscopy data using deep learning. PLOS ONE, 14(8):1-17, 2019. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Network Modelling and Analysis, Deep Learning, Machine Learning, Classification, Graph based, Biomarkers/Biosignatures. [bibtex-key = plosone2019]


  5. Ismail M. Khater, Qian Liu, Keng C. Chou, Ghassan Hamarneh, and Ivan Robert Nabi. Super-resolution modularity analysis shows polyhedral caveolin-1 oligomers combine to form scaffolds and caveolae. Nature - Scientific reports, 9(9888):1-10, 2019. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Network Modelling and Analysis, Machine Learning. [bibtex-key = nature_sr2019]


  6. Ismail M. Khater, Fanrui Meng, Ivan Robert Nabi, and Ghassan Hamarneh. Identification of Caveolin-1 Domain Signatures via Graphlet Analysis of Single Molecule Super-Resolution Data. Bioinformatics, 35(18):3468-3475, 2019. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Network Modelling and Analysis, Machine Learning, Graphlets, Graph based, Biomarkers/Biosignatures. [bibtex-key = bioinformatics2019]


  7. Anmol Sharma and Ghassan Hamarneh. Missing MRI Pulse Sequence Synthesis using Multi-Modal Generative Adversarial Network. IEEE Transactions on Medical Imaging (IEEE TMI), 39(4):1170-1183, 2019. Keyword(s): Machine Learning, Deep Learning, Generative Adversarial Network, Synthesis/Simulation/Augmentation, Multimodal. [bibtex-key = tmi2019]


  8. Saeid Asgari Taghanaki, Yefeng Zheng, S. Kevin Zhou, Bogdan Georgescu, Puneet Sharma, Daguang Xu, Dorin Comaniciu, and Ghassan Hamarneh. Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation. Computerized Medical Imaging and Graphics (CMIG), 75:24-33, 2019. Keyword(s): Machine Learning, Deep Learning, Segmentation. [bibtex-key = cmig2019]


2018
  1. Saeedeh Afshari, Aicha BenTaieb, and Ghassan Hamarneh. Automatic Localization of Normal Active Organs in 3D PET Scans. Computerized Medical Imaging and Graphics (CMIG), 70:111-118, 2018. Keyword(s): Deep Learning, Machine Learning, Functional/Molecular/Dynamic Imaging, Localization. [bibtex-key = cmig2018c]


  2. Aicha BenTaieb and Ghassan Hamarneh. Adversarial Stain Transfer for Histopathology Image Analysis. IEEE Transactions on Medical Imaging (IEEE TMI), 37(3):792-802, 2018. Keyword(s): Color/Multichannel/Vector-valued, Machine Learning, Microscopy, Deep Learning, Generative Adversarial Network. [bibtex-key = tmi2018]


  3. Colin J. Brown, Steven Miller, Brian G. Booth, Jill Zwicker, Ruth Grunau, Anne Synnes, Vann Chau, and Ghassan Hamarneh. Predictive connectome subnetwork extraction with anatomical and connectivity priors. Computerized Medical Imaging and Graphics (CMIG), 71(January):67-78, 2018. Keyword(s): Diffusion MRI/Tensor-valued, Autism, Neurodevelopment, Connectome, Machine Learning. [bibtex-key = cmig2018b]


  4. Saurabh Garg, Lisa Y. W. Tang, Ghassan Hamarneh, Allard Jongman, Joan Sereno, and Yue Wang. Computer-vision analysis shows different facial movements for the production of different Mandarin tones. The Journal of the Acoustical Society of America (JASA). Also appears in ASA Meeting, 144(3):1720-1720, 2018. Keyword(s): Tracking, Machine Learning, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = jasa2018b]


  5. Peyman Gholami, Mohammad Ali Ahmadi-pajouh, Nabiollah Abolftahi, Ghassan Hamarneh, and Mohammad Kayvanrad. Segmentation and Measurement of Chronic Wounds for Bioprinting. IEEE Journal of Biomedical and Health Informatics (IEEE JBHI), 22(4):1269-1277, 2018. Keyword(s): Segmentation, Dermatology. [bibtex-key = jbhi2018c]


  6. Ismail M. Khater, Fanrui Meng, Timothy H. Wong, Ivan Robert Nabi, and Ghassan Hamarneh. Super Resolution Network Analysis Defines the Molecular Architecture of Caveolae and Caveolin-1 Scaffolds. Nature - Scientific reports, 8(9009):1-15, 2018. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Network Modelling and Analysis, Machine Learning. [bibtex-key = nature_sr2018]


  7. Joan Sereno, Allard Jongman, Yue Wang, Ghassan Hamarneh, Lisa Y. W. Tang, Saurabh Garg, Paul Tupper, Bob McMurray, Charles Redmon, Yuyu Zeng, Beverly Hannah, Keith Leung, and Sylvia Cho. Linking production and perception of clear speech. The Journal of the Acoustical Society of America (JASA). Also appears in ASA Meeting, 144(3):1725-1725, 2018. Keyword(s): Tracking, Machine Learning, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = jasa2018a]


  8. Saeid Asgari Taghanaki, Noirin Duggan, Hillgan Ma, Xinchi Hou, Anna Celler, Francois Benard, and Ghassan Hamarneh. Segmentation-Free Direct Tumor Volume and Metabolic Activity Estimation from PET Scans. Computerized Medical Imaging and Graphics (CMIG), 63(January):52-66, 2018. Keyword(s): Machine Learning, Segmentation, Functional/Molecular/Dynamic Imaging. [bibtex-key = cmig2018a]


2017
  1. Alborz Amir-Khalili, Ghassan Hamarneh, and Rafeef Abugharbieh. Modelling and Extraction of Pulsatile Radial Distension and Compression Motion for Automatic Vessel Segmentation from Video. Medical Image Analysis (MedIA), 40:184-198, 2017. Keyword(s): Spatio-Temporal, Segmentation, Image-Guided Surgery. [bibtex-key = media2017b]


  2. Alborz Amir-Khalili, Ghassan Hamarneh, Roja Zakariaee, Ingrid Spadinger, and Rafeef Abugharbieh. Propagation of Registration Uncertainty During Multi-Fraction Cervical Cancer Brachytherapy. Physics in Medicine and Biology (PMB), 62(30):8116-81135, 2017. Keyword(s): Registration and Matching, Brachytherapy, Uncertainty. [bibtex-key = pmb2017]


  3. Aicha BenTaieb, Hector Li-Chang, David Huntsman, and Ghassan Hamarneh. A Structured Latent Model for Ovarian Carcinoma Subtyping from Histopathology Slides. Medical Image Analysis (MedIA), 39:194-205, 2017. Keyword(s): Color/Multichannel/Vector-valued, Machine Learning, Microscopy, Deep Learning, Datasets. [bibtex-key = media2017]


  4. Jeremy Kawahara, Colin J. Brown, Steven Miller, Brian G. Booth, Vann Chau, Ruth Grunau, Jill Zwicker, and Ghassan Hamarneh. BrainNetCNN: Convolutional Neural Networks for Brain Networks; Towards Predicting Neurodevelopment (Brown and Kawahara: Joint first authors). NeuroImage, 146(1):1038-1049, 2017. Keyword(s): Diffusion MRI/Tensor-valued, Neurodevelopment, Connectome, Machine Learning, Deep Learning. [bibtex-key = neuroimage2017]


  5. Saeid Asgari Taghanaki, Jeremy Kawahara, Brandon Miles, and Ghassan Hamarneh. Pareto-Optimal Multi-objective Dimensionality Reduction Deep Auto-Encoder for Mammography Classification. Computer Methods and Programs in Biomedicine, 145:85-93, 2017. Keyword(s): Machine Learning, Deep Learning, Optimization. [bibtex-key = cmpb2017]


  6. Saeid Asgari Taghanaki, Yonghuai Liu, Brandon Miles, and Ghassan Hamarneh. Geometry Based Pectoral Muscle Segmentation from MLO Mammogram Views. IEEE Transactions on Biomedical Engineering (IEEE TBME), 64(1):2662-2671, 2017. Keyword(s): Segmentation. [bibtex-key = tbme2017]


  7. Roja Zakariaee, Ghassan Hamarneh, Colin J. Brown, Marc Gaudet, Christina Aquino-Parsons, and Ingrid Spadinger. Association of Bladder Dose with Late Urinary Side Effects in Cervical Cancer High-Dose-Rate Brachytherapy. Brachytherapy, 16(6):1175-1183, 2017. Keyword(s): Registration and Matching, Brachytherapy. [bibtex-key = brachy2017]


2016
  1. Reinhard Beichel, Brian Smith, Christian Bauer, Ethan Ulrich, Payam Ahmadvand, Mikalai Budzevich, Robert Gillies, Dmitry Goldgof, Milan Grkovski, Ghassan Hamarneh, Qiao Huang, Paul Kinahan, Charles Laymon, James Mountz, John Muzi, Mark Muzi, Sadek Nehmeh, Matthew Oborski, Yongqiang Tan, Binsheng Zhao, John Sunderland, and John Buatti. Multi-site Quality and Variability Analysis of 3D FDG PET Segmentations based on Phantom and Clinical Image Data. Medical Physics, 44(2):479-496, 2016. Keyword(s): Segmentation, Machine Learning, Functional/Molecular/Dynamic Imaging. [bibtex-key = mp2017]


  2. Aicha BenTaieb, Masoud Nosrati, Hector Li-Chang, David Huntsman, and Ghassan Hamarneh. Clinically-Inspired Automatic Classification of Ovarian Carcinoma Subtypes. Journal of Pathology Informatics, 7(1):1-28, 2016. Keyword(s): Color/Multichannel/Vector-valued, Machine Learning, Microscopy. [bibtex-key = jpi2016]


  3. Zhi Lu, Gustavo Carneiro, Andrew Bradley, Daniela Ushizima, Masoud Nosrati, Andrea Bianchi, Claudia Carneiro, and Ghassan Hamarneh. Evaluation of Three Algorithms for the Segmentation of Overlapping Cervical Cells. IEEE Journal of Biomedical and Health Informatics (IEEE JBHI), 21(2):441 - 450, 2016. Keyword(s): Challenge, Segmentation. [bibtex-key = jbhi2016]


  4. Masoud Nosrati, Alborz Amir-Khalili, Jean-Marc Peyrat, Julien Abi-Nahed, Osama Al-Alao, Abdulla Al-Ansari, Rafeef Abugharbieh, and Ghassan Hamarneh. Endoscopic Scene Labelling and Augmentation using Intraoperative Pulsatile Motion and Colour Appearance Cues with Preoperative Anatomical Priors. The International Journal for Computer Assisted Radiology and Surgery (IJCARS), 11(8):1409-1418, 2016. Keyword(s): Segmentation, Registration and Matching, Tracking, Image-Guided Surgery. [bibtex-key = ijcars2016]


  5. Urs Ribary, Alex L. Mackay, Alexander Rauscher, Christine M. Tipper, Debbie Giaschi, Todd S. Woodward, Vesna Sossi, Sam M. Doesburg, Lawrence M. Ward, Anthony Herdman, Ghassan Hamarneh, Brian G. Booth, and Alexander Moiseev. Emerging neuroimaging technologies: Towards future personalized diagnostics, prognosis, targeted intervention and ethical challenges. (Chapter 2). Neuroethics: Anticipating the Future, pp 15-53, 2016. ISBN: 9780198786832. Keyword(s): Diffusion MRI/Tensor-valued. [bibtex-key = neuroethics2016]


  6. Roja Zakariaee, Ghassan Hamarneh, Colin J. Brown, Marc Gaudet, Christina Aquino-Parsons, and Ingrid Spadinger. Bladder Accumulated Dose in Image-Guided High-Dose-Rate Brachytherapy for Locally Advanced Cervical Cancer and its Relation to Urinary Toxicity. Physics in Medicine and Biology (PMB), 1(24):8408-8424, 2016. Keyword(s): Registration and Matching, Brachytherapy. [bibtex-key = pmb2016]


2015
  1. Alborz Amir-Khalili, Ghassan Hamarneh, Jean-Marc Peyrat, Julien Abi-Nahed, Osama Al-Alao, Abdulla Al-Ansari, and Rafeef Abugharbieh. Automatic Segmentation of Occluded Vasculature via Pulsatile Motion Analysis in Endoscopic Robot-Assisted Partial Nephrectomy Video. Medical Image Analysis (MedIA) (Special Issue: Invited best papers of the 2014 Conference on Medical Image Computing and Computer Assisted Intervention), 25(1):103-110, 2015. Keyword(s): Spatio-Temporal, Segmentation, Image-Guided Surgery, Anatomical Trees and Tubular Structures. [bibtex-key = media2015b]


  2. Shawn Andrews and Ghassan Hamarneh. The Generalized Log-Ratio Transformation: Learning Shape and Adjacency Priors for Simultaneous Thigh Muscle Segmentation. IEEE Transactions on Medical Imaging (IEEE TMI), 34(9):1773-1787, 2015. Keyword(s): Shape Modelling and Analysis, Segmentation, Uncertainty. [bibtex-key = tmi2015a]


  3. Brian G. Booth and Ghassan Hamarneh. Diffusion MRI for Brain Connectivity Mapping and Analysis (Chapter 7). MRI: Physics, Image Reconstruction, and Analysis, pp 137-171, 2015. ISBN: 9781482298871. Keyword(s): Diffusion MRI/Tensor-valued. [bibtex-key = crc2015b]


  4. Brian G. Booth, Steven Miller, Colin J. Brown, Kenneth Poskitt, Vann Chau, Ruth Grunau, Anne Synnes, and Ghassan Hamarneh. STEAM - Statistical Template Estimation for Abnormality Mapping: a Personalized DTI Analysis Technique with Applications to the Screening of Preterm Infants. NeuroImage, 125:705-723, 2015. Keyword(s): Diffusion MRI/Tensor-valued, Neurodevelopment, Connectome, Datasets, Synthesis/Simulation/Augmentation. [bibtex-key = neuroimage2015]


  5. Hengameh Mirzaalian, Tim K. Lee, and Ghassan Hamarneh. Skin Lesion Tracking System using Structured Graphical Models. Medical Image Analysis (MedIA) (Special Issue on Discrete Graphical Models in Biomedical Image Analysis), 27:84-92, 2015. Keyword(s): Registration and Matching, Tracking, Graph based, Dermatology, Machine Learning. [bibtex-key = media2015]


  6. Hengameh Mirzaalian, Tim K. Lee, and Ghassan Hamarneh. Streak-Detection in Dermoscopic Color Images using Localized Radial Flux of Principal Intensity Curvature (Chapter 7). Dermoscopy Image Analysis, pp 211-229, 2015. ISBN: 9781482253269. Keyword(s): Color/Multichannel/Vector-valued, Processing, Segmentation, Anatomical Trees and Tubular Structures, Dermatology. [bibtex-key = crc2015a]


  7. Masoud Nosrati, Rafeef Abugharbieh, Jean-Marc Peyrat, Julien Abi-Nahed, Osama Al-Alao, Abdulla Al-Ansari, and Ghassan Hamarneh. Simultaneous Multi-Structure Segmentation and 3D Non-Rigid Pose Estimation in Image-Guided Robotic Surgery. IEEE Transactions on Medical Imaging (IEEE TMI), 35(1):1-12, 2015. Keyword(s): Segmentation, Registration and Matching, Tracking, Image-Guided Surgery. [bibtex-key = tmi2015c]


  8. Lisa Y. W. Tang, Beverly Hannah, Allard Jongman, Joan Sereno, Yue Wang, and Ghassan Hamarneh. Examining visible articulatory features in clear and plain speech. Speech Communications, 75:1-13, 2015. Keyword(s): Segmentation, Tracking, Color/Multichannel/Vector-valued, Speech and Language, Facial Analysis, Spatio-Temporal. [bibtex-key = speechcomm2015]


  9. Ching-Wei Wang, Cheng-Ta Huang, Meng-Che Hsieh, Chung-Hsing Li, Sheng-Wei Chang, Wei-Cheng Li, Remy Vandaele, Raphael Maree, Sebastien Jodogne, Pierre Geurts, Cheng Chen, Guoyan Zheng, Chengwen Chu, Hengameh Mirzaalian, Ghassan Hamarneh, Tomaz Vrtovec, and Bulat Ibragimov. Evaluation and Comparison of Anatomical Landmark Detection Methods for Cephalometric X-Ray Images: A Grand Challenge. IEEE Transactions on Medical Imaging (IEEE TMI), 34(9):1890-900, 2015. Keyword(s): Challenge, Graph based, Optimization, Machine Learning, Registration and Matching. [bibtex-key = tmi2015b]


  10. Roja Zakariaee, Ghassan Hamarneh, Colin J. Brown, and Ingrid Spadinger. Validation of non-rigid point-set registration methods using a porcine bladder pelvic phantom. Physics in Medicine and Biology (PMB), 61(2):825-854, 2015. Keyword(s): Registration and Matching, Brachytherapy. [bibtex-key = pmb2015]


2014
  1. Shawn Andrews, Neda Changizi, and Ghassan Hamarneh. The Isometric Log-Ratio Transform for Probabilistic Multi-Label Anatomical Shape Representation. IEEE Transactions on Medical Imaging (IEEE TMI), 33(9):1890-1899, 2014. Keyword(s): Shape Modelling and Analysis, Segmentation, Uncertainty. [bibtex-key = tmi2014b]


  2. Colin J. Brown, Steven Miller, Brian G. Booth, Shawn Andrews, Vann Chau, Ken Poskitt, and Ghassan Hamarneh. Structural Network Analysis of Brain Development in Young Preterm Neonates. NeuroImage, 101(0):667-680, 2014. Keyword(s): Diffusion MRI/Tensor-valued, Neurodevelopment, Connectome. [bibtex-key = neuroimage2014]


  3. Pablo Guzman, Ghassan Hamarneh, Rafael Ros, and Eduardo Ros. Arterial Mechanical Motion Estimation Based on a Semi-Rigid Body Deformation Approach. Sensors: Special Issue on Ultrasonic Sensors and Transducers for Applications in Biology, Medicine and NDT), 14(6):9429-9450, 2014. Keyword(s): Segmentation, Tracking, Deformable Models. [bibtex-key = sensors2014]


  4. Hengameh Mirzaalian, Tim K. Lee, and Ghassan Hamarneh. Hair Enhancement in Dermoscopic Images using Dual-Channel Quaternion Tubularness Filters and MRF-based Multi-Label Optimization. IEEE Transactions on Image Processing (IEEE TIP), 23(12):5486-5496, 2014. Keyword(s): Anatomical Trees and Tubular Structures, Processing, Color/Multichannel/Vector-valued, Dermatology, Synthesis/Simulation/Augmentation, Datasets. [bibtex-key = tip2014]


  5. Masoud Nosrati and Ghassan Hamarneh. Local optimization based Segmentation of Spatially-Recurring, Multi-Region Objects with Part Configuration Constraints. IEEE Transactions on Medical Imaging (IEEE TMI), 33(9):1845-1859, 2014. Keyword(s): Optimization, Segmentation. [bibtex-key = tmi2014a]


  6. Manku Rana, Ghassan Hamarneh, and James Wakeling. 3D curvatures of muscle fascicles in triceps surae. Journal of Applied Physiology, 117(11):1388-1397, 2014. Keyword(s): Shape Modelling and Analysis. [bibtex-key = jappl2014]


  7. Roja Zakariaee, Colin J. Brown, Ghassan Hamarneh, Christina Parsons, and Ingrid Spadinger. Estimation of Bladder-Wall Cumulative Dose in Multi-Fraction Image-Based Gynaecological Brachytherapy Using Deformable Point Set Registration. Medical Physics (also appeared in COMP 2014), 41(3):1, 2014. Keyword(s): Registration and Matching, Brachytherapy. [bibtex-key = mp2014]


2013
  1. Brian G. Booth and Ghassan Hamarneh. Brain Connectivity Mapping and Analysis using Diffusion MRI (Chapter 19). Medical Imaging: Technology and Applications, pp 529-563, 2013. ISBN: 9781466582620. Keyword(s): Diffusion MRI/Tensor-valued. [bibtex-key = crc2013b]


  2. Chris McIntosh and Ghassan Hamarneh. Medical Image Segmentation: Energy Minimization and Deformable Models (Chapter 23). Medical Imaging: Technology and Applications, pp 661-692, 2013. ISBN: 9781466582620. Keyword(s): Survey/Review, Segmentation, Deformable Models, Optimization. [bibtex-key = crc2013a]


  3. Hengameh Mirzaalian, Tim K. Lee, and Ghassan Hamarneh. Spatial Normalization of Human Back Images for Dermatological Studies. IEEE Journal of Biomedical and Health Informatics (IEEE JBHI), 18(4):1494-1501, 2013. Keyword(s): Registration and Matching, Tracking, Graph based, Dermatology. [bibtex-key = jbhi2013]


  4. Manku Rana, Ghassan Hamarneh, and James Wakeling. 3D Fascicle Orientations in Triceps Surae. Journal of Applied Physiology, 115(1):116-125, 2013. Keyword(s): Shape Modelling and Analysis. [bibtex-key = jappl2013]


  5. Lisa Y. W. Tang and Ghassan Hamarneh. Medical Image Registration: A Review (Chapter 22). Medical Imaging: Technology and Applications, pp 619-660, 2013. ISBN: 9781466582620. Keyword(s): Survey/Review, Optimization, Registration and Matching. [bibtex-key = crc2013c]


  6. Oliver van Kaick, Hao (Richard) Zhang, and Ghassan Hamarneh. Bilateral Maps for Partial Matching. Computer Graphics Forum (CGF), 32(6):189-200, 2013. Keyword(s): Registration and Matching, Shape Modelling and Analysis. [bibtex-key = cgf2013]


2012
  1. Chris McIntosh and Ghassan Hamarneh. Medial-based Deformable Models in Non-convex Shape-spaces for Medical Image Segmentation using Genetic Algorithms. IEEE Transactions on Medical Imaging (IEEE TMI), 31(1):33-50, 2012. Keyword(s): Segmentation, Shape Modelling and Analysis, Deformable Models, Artificial Life, Optimization. [bibtex-key = tmi2012a]


  2. Bernard Ng, Ghassan Hamarneh, and Rafeef Abugharbieh. Modeling Brain Activation in fMRI Using Group MRF. IEEE Transactions on Medical Imaging (IEEE TMI), 31(5):1113-1123, 2012. Keyword(s): Functional/Molecular/Dynamic Imaging, Segmentation, Graph based. [bibtex-key = tmi2012b]


  3. Peyman Rahmati, Andy Adler, and Ghassan Hamarneh. Mammography Segmentation with Maximum Likelihood Active Contours. Medical Image Analysis (MedIA), 16(6):1167-1186, 2012. Keyword(s): Segmentation, Deformable Models, Optimization. [bibtex-key = mia2012a]


  4. Lisa Y. W. Tang, Tim Bressmann, and Ghassan Hamarneh. Tongue contour tracking in dynamic ultrasound via higher-order MRFs and efficient fusion moves. Medical Image Analysis (MedIA), 16(8):1503-1520, 2012. Keyword(s): Tracking, Registration and Matching, Graph based. [bibtex-key = mia2012b]


2011
  1. Bahareh HajGhanbari, Ghassan Hamarneh, Neda Changizi, Aaron Ward, and W. Darlene Reid. MRI-based 3D shape analysis of thigh muscles: Patients with chronic obstructive pulmonary disease versus healthy adults. Academic Radiology, 18(2):155-166, 2011. Keyword(s): Shape Modelling and Analysis, Machine Learning. [bibtex-key = ar2011]


  2. Ghassan Hamarneh, Chris McIntosh, and Mark S. Drew. Perception-based Visualization of Manifold-Valued Medical Images using Distance-Preserving Dimensionality Reduction. IEEE Transactions on Medical Imaging (IEEE TMI), 30(7):1314-1327, 2011. Keyword(s): Color/Multichannel/Vector-valued, Visualization, Diffusion MRI/Tensor-valued, Functional/Molecular/Dynamic Imaging. [bibtex-key = tmi2011b]


  3. Preet Jassi and Ghassan Hamarneh. VascuSynth: Vascular Tree Synthesis Software. Insight Journal, January-June:1-12, 2011. Keyword(s): Segmentation, Validation, Shape Modelling and Analysis, Software and Tools, Anatomical Trees and Tubular Structures, Synthesis/Simulation/Augmentation, Datasets. [bibtex-key = ij2011]


  4. Boris Shabash, Zhi Feng Huang, and Ghassan Hamarneh. Medical Image Analysis with ITK on Apple iOS. Kitware Source - Software Developer's Quarterly, (16):3-5, 2011. Keyword(s): Software and Tools. [bibtex-key = source2011]


  5. Andrea Tagliasacchi, Matt Olson, Hao (Richard) Zhang, Ghassan Hamarneh, and Daniel Cohen-Or. VASE: Volume-Aware Surface Evolution for Surface Reconstruction from Incomplete Point Clouds. Computer Graphics Forum (CGF) (Special Issue of Symposium on Geometry Processing 2011), 30(5):1563-1571, 2011. Keyword(s): Deformable Models, Shape Modelling and Analysis. [bibtex-key = cgf2011c]


  6. Azadeh Yazdanpanah, Ghassan Hamarneh, Ben Smith, and Marinko Sarunic. Automated Segmentation of Intra-Retinal Layers from Optical Coherence Tomography Images using an Active Contour Approach. IEEE Transactions on Medical Imaging (IEEE TMI), 30(2):484-496, 2011. Keyword(s): Segmentation, Deformable Models. [bibtex-key = tmi2011a]


  7. Oliver van Kaick, Andrea Tagliasacchi, Oana Sidi, Hao (Richard) Zhang, Daniel Cohen-Or, Lior Wolf, and Ghassan Hamarneh. Prior Knowledge for Part Correspondence. Computer Graphics Forum (CGF) (Special Issue of Eurographics 2011), 30(2):1-10, 2011. Keyword(s): Segmentation, Registration and Matching, Shape Modelling and Analysis. [bibtex-key = cgf2011b]


  8. Oliver van Kaick, Hao (Richard) Zhang, Ghassan Hamarneh, and Daniel Cohen-Or. A Survey on Shape Correspondence. Computer Graphics Forum (CGF) (extended version of Eurographics 2010 STAR), 30(6):1681-1707, 2011. Keyword(s): Survey/Review, Registration and Matching, Shape Modelling and Analysis. [bibtex-key = cgf2011a]


2010
  1. Ghassan Hamarneh and Preet Jassi. VascuSynth: Simulating Vascular Trees for Generating Volumetric Image data with Ground Truth Segmentation and Tree Analysis. Computerized Medical Imaging and Graphics (CMIG), 34(8):605-616, 2010. Keyword(s): Segmentation, Validation, Shape Modelling and Analysis, Software and Tools, Anatomical Trees and Tubular Structures, Synthesis/Simulation/Augmentation. [bibtex-key = cmig2010]


  2. Ahmed Saad, Ghassan Hamarneh, and Torsten Moeller. Exploration and Visualization of Segmentation Uncertainty using Shape and Appearance Prior Information. IEEE Transactions on Visualization and Computer Graphics (IEEE TVCG) (Special Issue of the IEEE Visualization Conference 2010), 16(6):1366-1375, 2010. Keyword(s): User Interaction, Segmentation, Uncertainty, Spatio-Temporal. [bibtex-key = tvcg2010]


  3. Ahmed Saad, Torsten Moeller, and Ghassan Hamarneh. ProbExplorer: An Uncertainty-based Visual Analysis Tool for Medical Imaging. Computer Graphics Forum (CGF) (Special Issue of the proceedings of Eurographics/IEEE-VGTC Symposium on Visualization 2010), 29(3):1113-1122, 2010. Keyword(s): Software and Tools, Segmentation, Uncertainty, User Interaction, Visualization, Spatio-Temporal. [bibtex-key = cgf2010]


  4. Boris Shabash, Ghassan Hamarneh, Zhi Feng Huang, and Luis Ibanez. ITK Image IO Interface with Apple iOS. Insight Journal, July-December:1-16, 2010. Keyword(s): Software and Tools. [bibtex-key = ij2010b]


  5. Boris Shabash, Ghassan Hamarneh, Zhi Feng Huang, and Luis Ibanez. ITK on the iOS. Insight Journal, July-December:1-9, 2010. Keyword(s): Software and Tools. [bibtex-key = ij2010a]


  6. Lisa Y. W. Tang, Ghassan Hamarneh, and Anna Celler. Dual-isotope Acquisition for CT-SPECT Registration of Infection Studies. Journal of Digital Imaging, 23(3):258-267, 2010. Keyword(s): Imaging, Registration and Matching, Validation, Multimodal, Functional/Molecular/Dynamic Imaging. [bibtex-key = jdi2010]


  7. Aaron Ward and Ghassan Hamarneh. GMAT: The Groupwise Medial Axis Transform for Fuzzy Skeletonization and Intelligent Pruning. IEEE Transactions Pattern Analysis and Machine Intelligence (IEEE TPAMI), 32(6):1084-1096, 2010. Keyword(s): Medial-based Shape Representation, Shape Modelling and Analysis, Registration and Matching. [bibtex-key = pami2010]


  8. Lingshu Yin, Lisa Y. W. Tang, Ghassan Hamarneh, Brad Gill, Anna Celler, Sergey Shcherbinin, Tsien-Fei Fua, Anna Thompson, Mitchell Liu, Cheryl Duzenli, Finbar Sheehan, and Vitali Moiseenko. Complexity and accuracy of image registration methods in SPECT guided radiation therapy. Physics in Medicine and Biology (PMB), 55:237-246, 2010. Keyword(s): Registration and Matching, Color/Multichannel/Vector-valued, Functional/Molecular/Dynamic Imaging. [bibtex-key = pmb2010]


  9. Eyal Zadicario, Shlomi Rudich, Ghassan Hamarneh, and Daniel Cohen-Or. Image-Based Motion Detection Using the Concept of Weighted Directional Descriptors. IEEE Engineering in Medicine and Biology Magazine (IEEE EMB), 20(2):87-94, 2010. Keyword(s): Registration and Matching, Tracking. [bibtex-key = emb2010]


  10. Oliver van Kaick, Ghassan Hamarneh, Aaron Ward, Mark Schweitzer, and Hao (Richard) Zhang. Learning Fourier Descriptors for Computer-Aided Diagnosis of the Supraspinatus. Academic Radiology, 17(8):1040-1049, 2010. Keyword(s): Shape Modelling and Analysis, Machine Learning. [bibtex-key = ar2010a]


2009
  1. Warren Cheung and Ghassan Hamarneh. n-SIFT: n-dimensional Scale Invariant Feature Transform. IEEE Transactions on Image Processing (IEEE TIP), 18(9):2012-2021, 2009. Keyword(s): Registration and Matching. [bibtex-key = tip2009]


  2. Ghassan Hamarneh and Xiaoxing Li. Watershed Segmentation using Prior Shape and Appearance Knowledge. Journal of Image and Vision Computing, 27(1-2):59-68, 2009. Keyword(s): Segmentation, Shape Modelling and Analysis. [bibtex-key = jivc2009]


  3. Ghassan Hamarneh, Chris McIntosh, Tim McInerney, and Demetri Terzopoulos. Deformable Organisms: An Artificial Life Framework for Automated Medical Image Analysis (Chapter 15). Computational Intelligence In Medical Imaging: Techniques and Applications, pp 433-474, 2009. ISBN: 978-1420060591. Keyword(s): Processing, Segmentation, Deformable Models, Deformable Organisms, Artificial Life, Bifurcation/Junction. [bibtex-key = crc2009]


  4. Chris McIntosh and Ghassan Hamarneh. Evolutionary Deformable Models for Medical Image Segmentation: A Genetic Algorithm Approach to Optimizing Learned, Intuitive, and Localized Medial based Shape Deformation (Chapter 4.1). Genetic and Evolutionary Computation: Medical Applications, pp 47-67, 2009. ISBN: 978-0-470-74813-8. Keyword(s): Segmentation, Deformable Models, Artificial Life. [bibtex-key = gecma2009]


  5. Manku Rana, Ghassan Hamarneh, and James Wakeling. Automated tracking of muscle fascicle orientation in B-mode ultrasound images. Journal of Biomechanics, 42(13):2068-2073, 2009. Keyword(s): Spatio-Temporal, Processing, Segmentation, Tracking. [bibtex-key = jbm2009]


2008
  1. Miranda Poon, Ghassan Hamarneh, and Rafeef Abugharbieh. Efficient Interactive 3D Livewire Segmentation of Objects with Arbitrary Topologies. Computerized Medical Imaging and Graphics (CMIG), 32(8):639-650, 2008. Keyword(s): Segmentation, Software and Tools, User Interaction, Graph based. [bibtex-key = cmig2008]


  2. Andy Rova, Anna Celler, and Ghassan Hamarneh. NMQC: A NEMA-Compliant Software Application for Gamma Camera Quality Control. Journal of Digital Imaging, 21(2):243-255, 2008. Keyword(s): Imaging, Software and Tools. [bibtex-key = jdi2008b]


  3. Lisa Y. W. Tang, Ghassan Hamarneh, and Anna Celler. Validation of Mutual Information-Based Registration of CT and Bone SPECT Images in Dual-isotope Studies. Computer Methods and Programs in Biomedicine, 92(2):173-185, 2008. Keyword(s): Imaging, Registration and Matching, Validation, Multimodal, Functional/Molecular/Dynamic Imaging. [bibtex-key = cmpb2008]


  4. Aaron Ward, Ghassan Hamarneh, and Mark Schweitzer. 3D Bicipital Groove Shape Analysis and Relationship to Tendopathy. Journal of Digital Imaging, 21(2):219-234, 2008. Keyword(s): Shape Modelling and Analysis, Machine Learning. [bibtex-key = jdi2008a]


2007
  1. Warren Cheung and Ghassan Hamarneh. Scale Invariant Feature Transform for n-Dimensional Images (n-SIFT). Insight Journal, July-December:1-7, 2007. Keyword(s): Software and Tools, Registration and Matching. [bibtex-key = ij2007]


  2. Ghassan Hamarneh and Judith Hradsky. Bilateral Filtering of Diffusion Tensor Magnetic Resonance Images. IEEE Transactions on Image Processing (IEEE TIP), 16(10):2463-2475, 2007. Keyword(s): Processing, Diffusion MRI/Tensor-valued. [bibtex-key = tip2007]


  3. Ghassan Hamarneh and Chris McIntosh. Deformable Organisms for Medical Image Analysis (Chapter 12). Deformable Models: Biomedical and Clinical Applications, pp 387-443, 2007. ISBN: 978-0-387-31201-9. Keyword(s): Segmentation, Deformable Organisms, Artificial Life, Bifurcation/Junction. [bibtex-key = dm2007b]


  4. Ghassan Hamarneh and Chris McIntosh. Physically and Statistically based Deformable Models for Medical Image Analysis (Chapter 11). Deformable Models: Biomedical and Clinical Applications, pp 335-386, 2007. ISBN: 978-0-387-31201-9. Keyword(s): Segmentation, Deformable Models. [bibtex-key = dm2007a]


  5. Aaron Ward, Ghassan Hamarneh, Reem Ashry, and Mark Schweitzer. 3D Shape Analysis of the Supraspinatus Muscle: A Clinical Study of the Relationship between Shape and Pathology. Academic Radiology, 14(10):1229-1241, 2007. Keyword(s): Shape Modelling and Analysis, Machine Learning. [bibtex-key = ar2007]


2006
  1. Omer Ishaq, Ghassan Hamarneh, Roger Tam, Anthony Traboulsee, and David Li. Effects of mid sagittal plane selection on corpus callosal area. Multiple Sclerosis (special supplementary journal issue of all oral presentations in the 22nd Congress of the European Committee for Treatment and Research in Multiple Sclerosis (ECTRMS) 2006). Also appeared in ECTRMS 2006, 12(1):S173, 2006. Keyword(s): Shape Modelling and Analysis, Multiple Sclerosis, MRI. [bibtex-key = msj2006]


  2. Chris McIntosh and Ghassan Hamarneh. I-DO: A Deformable Organisms framework for ITK. Insight Journal, Special Issue: MICCAI 2006 Open Science Workshop:1-14, 2006. Keyword(s): Deformable Organisms, Software and Tools, Artificial Life. [bibtex-key = ij2006]


2005
  1. Vincent Chu and Ghassan Hamarneh. MATITK: Extending MATLAB with ITK. Insight Journal, Aug-Dec:1-8, 2005. Keyword(s): Processing, Segmentation, Registration and Matching, Software and Tools. [bibtex-key = ij2005]


2004
  1. Ghassan Hamarneh, Rafeef Abugharbieh, and Tim McInerney. Medial Profiles for Modeling Deformation and Statistical Analysis of Shape and their Use in Medical Image Segmentation.. International Journal of Shape Modeling (IJSM), 10(2):187-209, 2004. Keyword(s): Segmentation, Shape Modelling and Analysis, Deformable Models, Medial-based Shape Representation. [bibtex-key = ijsm2004]


  2. Ghassan Hamarneh and Tomas Gustavsson. Deformable spatio-temporal shape models: extending active shape models to 2D+time.. Journal of Image Vision Computing, 22(6):461-470, 2004. Keyword(s): Segmentation, Shape Modelling and Analysis, Deformable Models. [bibtex-key = jivc2004]


  3. Tim McInerney, Ghassan Hamarneh, Martha Shenton, and Demetri Terzopoulos. Deformable Organisms for Automatic Medical Image Analysis. Yearbook of Medical Informatics 2004, Special Topic: Towards Clinical Bioinformatics, pp 466-481 (reprinted from Medical Image Analysis 6(3) 2002, pp.251-266), 2004. ISBN: 3-7945-2336-9. Keyword(s): Segmentation, Deformable Organisms, Artificial Life, Bifurcation/Junction. [bibtex-key = ymi2004]


  4. Ghassan Hamarneh. Towards Intelligent Deformable Models for Medical Image Analysis. In R Haux and C Kulikowski, editors, Summary of results from the VISIT (Visual Information Technology Program) 1997-2002, number 32, pages 144-147. Centre for Image Analysis, Uppsala University, 2004. ISSN: ISSN 1100-6641. Keyword(s): Segmentation, Shape Modelling and Analysis, Deformable Models, Deformable Organisms, Artificial Life. [bibtex-key = VISITsummary2004_97_02]


2003
  1. Rafeef Abugharbieh, Ghassan Hamarneh, Tomas Gustavsson, and Clemens Kaminski. Level Set Curve Matching and Particle Image Velocimetry for Resolving Chemistry and Turbulence Interactions in Propagating Flames. Journal of Mathematical Imaging and Vision, 19(3):199-218, 2003. Keyword(s): Registration and Matching. [bibtex-key = jmiv2003]


2002
  1. Tim McInerney, Ghassan Hamarneh, Martha Shenton, and Demetri Terzopoulos. Deformable organisms for automatic medical image analysis. Medical Image Analysis (MedIA), 6(3):251-266, 2002. Keyword(s): Segmentation, Deformable Organisms, Artificial Life, Bifurcation/Junction. [bibtex-key = mia2002]


2001
  1. Rafeef Abugharbieh, Ghassan Hamarneh, Tomas Gustavsson, and Clemens Kaminski. Flame Front Tracking by Laser Induced Fluorescence Spectroscopy and Advanced Image Analysis. Journal of Optics Express, 8(5):278-287, 2001. Keyword(s): Segmentation, Registration and Matching. [bibtex-key = opex2001]



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