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Title
Deep learning for biomedical photoacoustic imaging: A review
Authors
Keywords
Photoacoustic imaging, Photoacoustic tomography, Optoacoustic imaging, Deep learning, Signal quantification, Image reconstruction
Journal
Photoacoustics
Volume 22, Issue -, Pages 100241
Publisher
Elsevier BV
Online
2021-02-03
DOI
10.1016/j.pacs.2021.100241
References
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Note: Only part of the references are listed.- NETT: Solving Inverse Problems with Deep Neural Networks
- (2020) Housen Li et al. INVERSE PROBLEMS
- Quantitative PA tomography of high resolution 3-D images: Experimental validation in a tissue phantom
- (2020) Jens Buchmann et al. Photoacoustics
- Feature article: A generative adversarial network for artifact removal in photoacoustic computed tomography with a linear-array transducer
- (2020) Tri Vu et al. EXPERIMENTAL BIOLOGY AND MEDICINE
- Domain Transform Network for Photoacoustic Tomography from Limited-view and Sparsely Sampled Data
- (2020) Tong Tong et al. Photoacoustics
- Modeling of Errors Due to Uncertainties in Ultrasound Sensor Locations in Photoacoustic Tomography
- (2020) Teemu Sahlstrom et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation
- (2020) Nima Tajbakhsh et al. MEDICAL IMAGE ANALYSIS
- A New Deep Learning Network for Mitigating Limited-view and Under-sampling Artifacts in Ring-shaped Photoacoustic Tomography
- (2020) Huijuan Zhang et al. COMPUTERIZED MEDICAL IMAGING AND GRAPHICS
- Toward accurate quantitative photoacoustic imaging: learning vascular blood oxygen saturation in three dimensions
- (2020) Ciaran Bench et al. JOURNAL OF BIOMEDICAL OPTICS
- Convolutional neural network for resolution enhancement and noise reduction in acoustic resolution photoacoustic microscopy
- (2020) Arunima Sharma et al. Biomedical Optics Express
- Hybrid deep learning network for vascular segmentation in photoacoustic imaging
- (2020) Alan Yilun Yuan et al. Biomedical Optics Express
- Three-dimensional optoacoustic imaging of nailfold capillaries in systemic sclerosis and its potential for disease differentiation using deep learning
- (2020) Suhanyaa Nitkunanantharajah et al. Scientific Reports
- A Deep Learning Approach to Photoacoustic Wavefront Localization in Deep-Tissue Medium
- (2020) Kerrick Johnstonbaugh et al. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL
- Deep Neural Network-Based Sinogram Super-Resolution and Bandwidth Enhancement for Limited-Data Photoacoustic Tomography
- (2020) Navchetan Awasthi et al. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL
- Deep learning approach to improve tangential resolution in photoacoustic tomography
- (2020) Praveenbalaji Rajendran et al. Biomedical Optics Express
- Y-Net: Hybrid deep learning image reconstruction for photoacoustic tomography in vivo
- (2020) Hengrong Lan et al. Photoacoustics
- A Review on a Deep Learning Perspective in Brain Cancer Classification
- (2019) Gopal S. Tandel et al. Cancers
- Benign and malignant classification of mammogram images based on deep learning
- (2019) Hua Li et al. Biomedical Signal Processing and Control
- Addressing photoacoustics standards
- (2019) Sarah Bohndiek Nature Photonics
- Continual lifelong learning with neural networks: A review
- (2019) German I. Parisi et al. NEURAL NETWORKS
- PA-Fuse: deep supervised approach for the fusion of photoacoustic images with distinct reconstruction characteristics
- (2019) Navchetan Awasthi et al. Biomedical Optics Express
- Characterizing intestinal strictures of Crohn’s disease in vivo by endoscopic photoacoustic imaging
- (2019) Hao Lei et al. Biomedical Optics Express
- Accelerated Correction of Reflection Artifacts by Deep Neural Networks in Photo-Acoustic Tomography
- (2019) Hongming Shan et al. Applied Sciences-Basel
- Fully automated identification of skin morphology in raster‐scan optoacoustic mesoscopy using artificial intelligence
- (2019) Serafeim Moustakidis et al. MEDICAL PHYSICS
- A Survey of Deep-Learning Applications in Ultrasound: Artificial Intelligence–Powered Ultrasound for Improving Clinical Workflow
- (2019) Zeynettin Akkus et al. Journal of the American College of Radiology
- Key challenges for delivering clinical impact with artificial intelligence
- (2019) Christopher J. Kelly et al. BMC Medicine
- A Partially-Learned Algorithm for Joint Photo-acoustic Reconstruction and Segmentation
- (2019) Yoeri E. Boink et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- A new deep learning method for image deblurring in optical microscopic systems
- (2019) Huangxuan Zhao et al. Journal of Biophotonics
- Detection of collagens by multispectral optoacoustic tomography as an imaging biomarker for Duchenne muscular dystrophy
- (2019) Adrian P. Regensburger et al. NATURE MEDICINE
- Automatic cancer tissue detection using multispectral photoacoustic imaging
- (2019) Kamal Jnawali et al. International Journal of Computer Assisted Radiology and Surgery
- A review of clinical photoacoustic imaging: Current and future trends
- (2019) Amalina Binte Ebrahim Attia et al. Photoacoustics
- Optoacoustics delineates murine breast cancer models displaying angiogenesis and vascular mimicry
- (2018) Isabel Quiros-Gonzalez et al. BRITISH JOURNAL OF CANCER
- Double-Stage Delay Multiply and Sum Beamforming Algorithm: Application to Linear-Array Photoacoustic Imaging
- (2018) Moein Mozaffarzadeh et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Model-Based Learning for Accelerated, Limited-View 3-D Photoacoustic Tomography
- (2018) Andreas Hauptmann et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Photoacoustic Source Detection and Reflection Artifact Removal Enabled by Deep Learning
- (2018) Derek Allman et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Challenges and opportunities in clinical translation of biomedical optical spectroscopy and imaging
- (2018) Brian C. Wilson et al. JOURNAL OF BIOMEDICAL OPTICS
- Context encoding enables machine learning-based quantitative photoacoustics
- (2018) Thomas Kirchner et al. JOURNAL OF BIOMEDICAL OPTICS
- End-to-end deep neural network for optical inversion in quantitative photoacoustic imaging
- (2018) Chuangjian Cai et al. OPTICS LETTERS
- Recent advances in convolutional neural networks
- (2018) Jiuxiang Gu et al. PATTERN RECOGNITION
- Exploiting the potential of unlabeled endoscopic video data with self-supervised learning
- (2018) Tobias Ross et al. International Journal of Computer Assisted Radiology and Surgery
- Deep Learning for Computer Vision: A Brief Review
- (2018) Athanasios Voulodimos et al. Computational Intelligence and Neuroscience
- Deep learning for photoacoustic tomography from sparse data
- (2018) Stephan Antholzer et al. INVERSE PROBLEMS IN SCIENCE AND ENGINEERING
- Enabling fast and high quality LED photoacoustic imaging: a recurrent neural networks based approach
- (2018) Emran Mohammad Abu Anas et al. Biomedical Optics Express
- Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer
- (2018) David F. Steiner et al. AMERICAN JOURNAL OF SURGICAL PATHOLOGY
- Detecting joint inflammation by an LED-based photoacoustic imaging system: a feasibility study
- (2018) Junggun Jo et al. JOURNAL OF BIOMEDICAL OPTICS
- Photoacoustic Signal Enhancement: Towards Utilization of Low Energy Laser Diodes in Real-Time Photoacoustic Imaging
- (2018) Rayyan Manwar et al. SENSORS
- Adipocyte Size Evaluation Based on Photoacoustic Spectral Analysis Combined with Deep Learning Method
- (2018) Xiang Ma et al. Applied Sciences-Basel
- Towards Quantitative Evaluation of Tissue Absorption Coefficients Using Light Fluence Correction in Optoacoustic Tomography
- (2017) Frederic M. Brochu et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Quantitative reconstructions in multi-modal photoacoustic and optical coherence tomography imaging
- (2017) P Elbau et al. INVERSE PROBLEMS
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- (2017) Sreedevi Gutta et al. JOURNAL OF BIOMEDICAL OPTICS
- Multispectral Optoacoustic Tomography for Assessment of Crohn’s Disease Activity
- (2017) Ferdinand Knieling et al. NEW ENGLAND JOURNAL OF MEDICINE
- Multispectral Optoacoustic Tomography in Crohn’s Disease: Noninvasive Imaging of Disease Activity
- (2016) Maximilian J. Waldner et al. GASTROENTEROLOGY
- Multispectral Photoacoustic Imaging Artifact Removal and Denoising Using Time Series Model-Based Spectral Noise Estimation
- (2016) Agne Kazakeviciute et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Recent advances toward preclinical and clinical translation of photoacoustic tomography: a review
- (2016) Paul Kumar Upputuri et al. JOURNAL OF BIOMEDICAL OPTICS
- Image reconstruction with uncertainty quantification in photoacoustic tomography
- (2016) Jenni Tick et al. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA
- Eigenspectra optoacoustic tomography achieves quantitative blood oxygenation imaging deep in tissues
- (2016) Stratis Tzoumas et al. Nature Communications
- Programmable Real-time Clinical Photoacoustic and Ultrasound Imaging System
- (2016) Jeesu Kim et al. Scientific Reports
- Dual-Modality Photoacoustic and Ultrasound Imaging System for Noninvasive Sentinel Lymph Node Detection in Patients with Breast Cancer
- (2015) Alejandro Garcia-Uribe et al. Scientific Reports
- Photoacoustic Microscopy and Computed Tomography: From Bench to Bedside
- (2014) Lihong V. Wang et al. Annual Review of Biomedical Engineering
- The Toast++ software suite for forward and inverse modeling in optical tomography
- (2014) Martin Schweiger et al. JOURNAL OF BIOMEDICAL OPTICS
- Magnetic Resonance Imaging of the Tumor Microenvironment in Radiotherapy: Perfusion, Hypoxia, and Metabolism
- (2014) Masayuki Matsuo et al. SEMINARS IN RADIATION ONCOLOGY
- Potential Role of Coregistered Photoacoustic and Ultrasound Imaging in Ovarian Cancer Detection and Characterization
- (2014) Andres Aguirre et al. Translational Oncology
- Photoacoustic brain imaging: from microscopic to macroscopic scales
- (2014) Junjie Yao et al. Neurophotonics
- Full-Wave Iterative Image Reconstruction in Photoacoustic Tomography With Acoustically Inhomogeneous Media
- (2013) Chao Huang et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Development and initial application of a fully integrated photoacoustic micro-ultrasound system
- (2013) A. Needles et al. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL
- Photoacoustic tomography to identify inflammatory arthritis
- (2012) Justin Rajesh Rajian et al. JOURNAL OF BIOMEDICAL OPTICS
- Hallmarks of Cancer: The Next Generation
- (2011) Douglas Hanahan et al. CELL
- Photoacoustic imaging in cancer detection, diagnosis, and treatment guidance
- (2011) Srivalleesha Mallidi et al. TRENDS IN BIOTECHNOLOGY
- Biomedical photoacoustic imaging
- (2011) P. Beard Interface Focus
- Chronic label-free volumetric photoacoustic microscopy of melanoma cells in three-dimensional porous Scaffolds
- (2010) Yu Zhang et al. BIOMATERIALS
- Photoacoustic imaging of clinical metal needles in tissue
- (2010) Jimmy Su et al. JOURNAL OF BIOMEDICAL OPTICS
- Handheld array-based photoacoustic probe for guiding needle biopsy of sentinel lymph nodes
- (2010) Chulhong Kim et al. JOURNAL OF BIOMEDICAL OPTICS
- k-Wave: MATLAB toolbox for the simulation and reconstruction of photoacoustic wave fields
- (2010) Bradley E. Treeby et al. JOURNAL OF BIOMEDICAL OPTICS
- Subwavelength-resolution label-free photoacoustic microscopy of optical absorption in vivo
- (2010) Chi Zhang et al. OPTICS LETTERS
- Identifying and Avoiding Bias in Research
- (2010) Christopher J. Pannucci et al. PLASTIC AND RECONSTRUCTIVE SURGERY
- Sentinel Lymph Nodes in the Rat: Noninvasive Photoacoustic and US Imaging with a Clinical US System
- (2010) Todd N. Erpelding et al. RADIOLOGY
- Quantitative Photoacoustic Image Reconstruction using Fluence Dependent Chromophores
- (2010) B. T. Cox et al. Biomedical Optics Express
- Deeply penetrating in vivo photoacoustic imaging using a clinical ultrasound array system
- (2010) Chulhong Kim et al. Biomedical Optics Express
- A Survey on Transfer Learning
- (2009) Sinno Jialin Pan et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Functional transcranial brain imaging by optical-resolution photoacoustic microscopy
- (2009) Song Hu et al. JOURNAL OF BIOMEDICAL OPTICS
- A real-time photoacoustic tomography system for small animals
- (2009) John Gamelin et al. OPTICS EXPRESS
- Monte Carlo Simulation of Photon Migration in 3D Turbid Media Accelerated by Graphics Processing Units
- (2009) Qianqian Fang et al. OPTICS EXPRESS
- Noninvasive photoacoustic identification of sentinel lymph nodes containing methylene blue in vivo in a rat model
- (2008) Kwang Hyun Song et al. JOURNAL OF BIOMEDICAL OPTICS
- Near infrared optical tomography using NIRFAST: Algorithm for numerical model and image reconstruction
- (2008) Hamid Dehghani et al. Communications in numerical methods in engineering
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