标题
Deep learning for biomedical photoacoustic imaging: A review
作者
关键词
Photoacoustic imaging, Photoacoustic tomography, Optoacoustic imaging, Deep learning, Signal quantification, Image reconstruction
出版物
Photoacoustics
Volume 22, Issue -, Pages 100241
出版商
Elsevier BV
发表日期
2021-02-03
DOI
10.1016/j.pacs.2021.100241
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- 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
- Deep neural network-based bandwidth enhancement of photoacoustic data
- (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
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search