A survey of publicly available mri datasets for potential use in artificial intelligence research. Dishner, BalaMcRae‐Posani, ArkaBhowmik, Maxine S.

A survey of publicly available mri datasets for potential use in artificial intelligence research Jul 27, 2022 · Unlike ImageNet, publicly available medical imaging databases for research purposes are in scarcity because of the difficulty of curation, anonymization, or annotations of clinical data . A total of 3,369 multi-vendor prostate MRI cases are available in open datasets, acquired from 2003 to 2021 in Europe or USA at 3 T (n = 3,018; 89. Dec 22, 2024 · We summarize the progress of research on the use of artificial intelligence (AI) in rectal cancer in recent years. Enhancing insights: unravelling the potential of preprocessing MRI for artificial intelligence based Alzheimer's disease classification January 2025 DOI: 10. One of the most important barr Mentioning: 1 - Artificial intelligence (AI) has the potential to bring transformative improvements to the field of radiology; yet, there are barriers to widespread clinical adoption. Generative adversarial networks (GANs) showed a lot of potential to generate synthetic Oct 15, 2022 · Computer Aided Diagnosis systems assist radiologists and doctors in the early diagnosis of mental disorders such as Alzheimer’s, bipolar disorder, depression, autism, dementia, and schizophrenia using neuroimaging. Despite being an emerging field, a simple internet search for open MRI datasets presents an overwhelming number of results. Oct 27, 2023 · Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research” A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research. 8 AI-based Jul 27, 2023 · by the research fellows were subsequently validated and adjusted as needed by the abdominal radiologist This copy is for personal use only. Oct 1, 2022 · Artificial intelligence (AI) has exceptional potential to positively impact the field of radiation oncology. B. Recognizing these challenges, several institutions have started curating and providing publicly available, high-quality datasets that can be accessed by researchers to advance AI models. We present the first comprehensive and comparative list of public adult glioma magnetic resonance imaging datasets from 2005 to 2024. Zhou Z et al (2024) Stop moving: MR motion correction as an opportunity for artificial intelligence. In the sections that follow, we delve into the specifics of selected datasets, offering insights into their composition, applications, and impact on cardiovascular disease research. Most of the datasets contained annotations (75%), had an associated scientific publication reporting the type of image processing used (68. com, was randomly split into three sets: training, validation, and testing, with 80%, 10%, and 10% of the data allocated to Aug 1, 2022 · Artificial intelligence (AI) for prostate magnetic resonance imaging (MRI) is starting to play a clinical role for prostate cancer (PCa) patients. This Dec 31, 2019 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Katharine A. 1002/jmri. Support for decision-making and outcome prediction, new functions Aug 14, 2024 · Objectives This study investigated patients’ acceptance of artificial intelligence (AI) for diagnosing prostate cancer (PCa) on MRI scans and the factors influencing their trust in AI diagnoses. Oct 27, 2023 · Recognizing these challenges, several institutions have started curating and providing publicly available, high-quality datasets that can be accessed by researchers to advance AI models. Considering the importance of patient privacy, many market oriented AI models rely on private datasets or hospital datasets that are not publicly available. However, the availability of public dental imaging datasets remains unclear. 5 T (n = 296; 8. Jan 29, 2020 · A publicly available dataset containing k-space data as well as Digital Imaging and Communications in Medicine image data of knee images for accelerated MR image reconstruction using machine learni Sep 14, 2022 · Therefore, after introducing applicable artificial intelligence in preprocessing, we will investigate several commonly-seen brain diseases and survey their intelligence-based methods. Magn Reson Mater Phy. Jochelson, AndreiHolodny, KatjaPinker, SarahEskreis‐Winkler, Joseph N. Oct 27, 2023 · The purpose of this work was to review the publicly available MRI datasets that can be used for AI research in radiology. Our datasets are available to the public to view and use without charge for non-commercial research purposes. Yet biases in these datasets on which deep-learning models are trained can compromise reliability. Advancements in Artificial Intelligence (AI) have leveraged neuroimaging research to unfold numerous techniques for analyzing and interpreting thousands of scans in order to Apr 1, 2024 · The objective of this review is to describe the novelties and new applications of fetal MRI, focusing on three main aspects: the new sequences with their applications, the transition from 1. Notable examples include The Cancer Imaging Archive’s glioblastoma dataset Jan 1, 2021 · Over the past 20 years, the global research going on in Artificial Intelligence in applications in medication is a venue internationally, for medical trade and creating an energetic research May 1, 2021 · With the advances and development of imaging and computer technologies, the application of artificial intelligence (AI) in the processing of magnetic resonance imaging (MRI) data has become a Apr 23, 2024 · The dataset, obtained from a publicly available image dataset on Kaggle. doi: 10. Sep 27, 2023 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Katharine A. 29100. 10. 3) Pub Date : 2023-10-27, DOI: 10. A subset of AI, known as machine learning (ML), takes this Jan 29, 2020 · Introduction. 00006-5 Jan 29, 2020 · A publicly available dataset containing k-space data as well as Digital Imaging and Communications in Medicine image data of knee images for accelerated MR image reconstruction using machine learni Oct 18, 2024 · Although the availability of publicly accessible medical imaging datasets in other fields, such as ophthalmology (Khan et al. Recognizing these challenges, several institutions have started curating and providing publicly available, high‐quality datasets that can be accessed by researchers to advance AI models. Mar 14, 2022 · Artificial intelligence (AI) is defined as the development of computer systems to perform tasks normally requiring human intelligence. Oct 27, 2023 · Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research” and training of artificial technologies or A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Journal of Magnetic Resonance Imaging ( IF 4. AI, represented by machine learning, is being increasingly used in the medical field. AI-assisted reading is feasible, allowing workflow reduction. we searched for publicly available MRI datasets and assessed them based on several Jun 6, 2021 · Over the past 20 years, the global research going on in Artificial Intelligence in applications in medication is a venue internationally, for medical trade and creating an energetic research Dec 30, 2024 · Medical datasets are vital for advancing Artificial Intelligence (AI) in healthcare. 6%) or 1. 12, 13 A meta-analysis showed that MRI outperforms conventional methods in detecting cancer in women with dense breasts. 2 to show how AI can be applied to brain disease studies in these two directions. 29100 Corpus ID: 264516103; Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research” @article{Hannoun2023EditorialF, title={Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research”}, author={Salem Hannoun}, journal={Journal of Magnetic Resonance Imaging Oct 27, 2023 · A survey of the major publicly accessible MRI datasets in different subfields of radiology (brain, body, and musculoskeletal), and list the most important features of value to the AI researcher are created. Early diagnosis and treatment by radiologists are very important in terms of diagnosing an The development of artificial intelligence (AI) in dentistry requires large and well-annotated datasets. Article. 8%), and reported anatomic segmentation and the number of patients included (62. In order to make it more clear, we offered Fig. 4) Pub Date : 2023-10-27, DOI: 10. Our research covers diverse subdomains of railway systems such as traffic Nov 1, 2024 · Research into using artificial intelligence (AI) in health care is growing and several observers predicted that AI would play a key role in the clinical response to the COVID-19. com, was randomly split into three sets: training, validation, and testing, with 80%, 10%, and 10% of the data allocated to each set, respectively. Oct 27, 2023 · Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research” and training of artificial technologies or Dec 31, 2019 · “Trust but verify” is essential for AI that may ultimately be used to help prescribe therapy for our patients. Article "A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research" Detailed information of the J-GLOBAL is an information service managed by the Japan Science and Technology Agency (hereinafter referred to as "JST"). 14 Breast MRI also demonstrated potential for evaluating residual disease after neoadjuvant therapy. 29100 Aug 1, 2022 · A total of 3,369 multi-vendor prostate MRI cases are available in open datasets, acquired from 2003 to 2021 in Europe or USA at 3 T (n = 3,018; 89. 人工智能研究中可公开使用的MRI数据集的调查 Dec 10, 2024 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research . Stember A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Published in Journal of Magnetic Resonance Imaging, October 2023 [Wiley] A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Copy baixabhi Post time 2024-8-24 08:38:53 | Show all posts | Read mode Reward 10 points Oct 18, 2024 · This observational study searched all publicly available dataset resources (academic databases, preprints, and AI challenges), focusing on datasets/articles from 2020 to 2023, with PubMed searches Oct 3, 2023 · The brain tumor is considered a deadly cancer disease that can be seen among people of almost all ages. One of the most Oct 28, 2023 · Request PDF | Editorial for "A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Conflict of Interest | Intelligence Research" F or the past decade, there has been a Oct 27, 2023 · Recognizing these challenges, several institutions have started curating and providing publicly available, high-quality datasets that can be accessed by researchers to advance AI models. A survey of publicly available MRI datasets for potential use in artificial intelligence research: Abstract: Artificial intelligence (AI) has the potential to bring transformative improvements to the field of radiology; yet, there are barriers to widespread clinical adoption. Artificial intelligence (AI) for prostate magnetic resonance imaging (MRI) is starting to play a clinical role for prostate cancer (PCa) patients. Dishner, BalaMcRae‐Posani, ArkaBhowmik, Maxine S. 1007/s10334-023-01144-5 10. Eur Radiol Exp 8(1):62. In summary, the UCSF-PDGM dataset, particularly when combined with existing publicly available datasets, has the potential to fuel Jun 20, 2024 · Artificial intelligence (AI) has demonstrated great potential in a wide variety of applications in interventional radiology (IR). org Duke Liver Dataset: A Publicly Available Liver MRI Dataset with Liver Segmentation Masks and Series Labels Aug 3, 2021 · Artificial intelligence (AI) for medical imaging is a technology with great potential. Stember Nov 5, 2023 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research . This review discusses the history and clinical context of cardiac segmentation to provide a framework for a survey of recent manuscripts in artificial intelligence and cardiac segmentation. Stanford AIMI shares annotated data to foster transparent and reproducible collaborative research to advance AI in medicine. Oct 27, 2023 · DOI: 10. This study Global density distribution of datasets and images available for dental imaging artificial intelligence. 15, 16 MRI-based artificial intelligence (AI) research on patients with brain gliomas has been rapidly increasing in popularity in recent years in part due to a growing number of publicly available MRI datasets. Oct 1, 2019 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Katharine A. However, large curated datasets - often involving imaging data and corresponding Yang H et al (2024) Artificial Intelligence for Neuro MRI Acquisition: a Review. Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research” Journal of Magnetic Resonance Imaging ( IF 3. In the last few years, there has been a substantial increase in research activity in the area of machine learning for MR image reconstruction (1–7), predominantly with the goal to accelerate MRI examinations by reducing the number of acquired k-space lines while still providing images with diagnostic quality or to enable imaging of dynamic processes with higher temporal resolution. Artificial intelligence (AI) has the potential to bring transformative improvements to the field of radiology; yet, there are barriers to widespread clinical adoption. Creating such datasets requires time Oct 27, 2023 · Editorial for “A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research” Nov 19, 2024 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research Oct 27, 2023 · Editorial for "A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research". Oct 27, 2023 · Request PDF | A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research | Artificial intelligence (AI) has the potential to bring transformative The purpose of this work was to review the publicly available MRI datasets that can be used for AI research in radiology. Jan 8, 2025 · The fastMRI breast dataset is the first large-scale dataset of radial k-space and Digital Imaging and Communications in Medicine data for breast dynamic contrast-enhanced MRI with case-level labels, and its public availability aims to advance fast and quantitative machine learning research. Oct 1, 2024 · Obtaining imaging data is an essential element of developing AI algorithms for imaging diagnostics. 人工智能研究中可公开使用的MRI数据集的调查 Nov 1, 2022 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research The purpose of this work was to review the publicly available MRI datasets that can be used Jul 26, 2023 · Furthermore, not all possible contrast types are represented in this dataset, and MRI is the only modality represented. Commercially available algorithms are considered publicly available. in literature thus far, use relatively small, single-center datasets [16]. Recently, a plethora of deep learning-based approaches have been employed to achieve brain tissue segmentation in fetuses, infants, and adults with Furthermore, not all possible contrast types are represented in this dataset, and MRI is the only modality represented. The purpose of this work was to review the publicly available MRI datasets that can be used for AI research in radiology. Mar 1, 2025 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research A survey of publicly available MRI datasets for potential use in artificial intelligence research KA Dishner, B McRae‐Posani, A Bhowmik, MS Jochelson, A Holodny, Journal of Magnetic Resonance Imaging 59 (2), 450-480 , 2024 Recognizing these challenges, several institutions have started curating and providing publicly available, high‐quality datasets that can be accessed by researchers to advance AI models. An in-depth understanding of the principles and applications of magnetic resonance imaging (MRI), machine Oct 18, 2024 · Background Artificial intelligence (AI) persists as a focal subject within the realm of medical imaging, heralding a multitude of prospective applications that span the comprehensive imaging Jun 20, 2024 · Glielmo P et al (2024) Artificial intelligence in interventional radiology: state of the art. 8%), 346 cases scanned Jan 29, 2020 · However, the lack of publicly available cardiac MRI k-space dataset in terms of both quantity and diversity has severely hindered substantial technological progress, particularly for data-driven Dec 20, 2024 · Open datasets, defined as publicly available datasets for research, play a crucial role by providing high-quality data, facilitating collaboration, and allowing an objective evaluation of the Jul 1, 2022 · A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research. Jan 28, 2025 · Publicly available data are essential for the progress of medical image analysis, in particular for crafting machine learning models. 5%). Article PubMed PubMed Central Google Scholar Shimron E et al (2022) Implicit data crimes: machine learning bias arising from misuse of public data. This study aimed to provide a comprehensive overview of all publicly available dental imaging datasets to address this gap and support AI development. One of the most important barriers has been access to large, well‐annotated, widely representative medical image datasets, which can be used to accurately train AI programs. A total of 3,369 multi-vendor prostate This work addresses this gap by clarifying the potential applications and limitations of publicly available datasets, thereby guiding researchers in selecting appropriate datasets. Apr 18, 2023 · The fastMRI brain and knee dataset has enabled significant advances in exploring reconstruction methods for improving speed and image quality for Magnetic Resonance Imaging (MRI) via novel Jun 19, 2024 · Finally, we discuss existing challenges and potential future directions regarding the feasibility and reliability of deep learning-based MRI super-resolution, with the aim to facilitate its wider Jan 29, 2025 · Recently, artificial intelligence techniques, particularly deep learning, have shown great potential in cardiac MRI reconstruction (9–14), but the development of these techniques are currently limited by the lack of large-scale publicly available datasets that contain raw k-space measurements . Table 1 provides an overview of 17 public datasets for prostate MRI, which were found by the authors through their collaborative role in this research eld Feb 4, 2024 · The table below (Table I) categorizes available public datasets based on their focus areas and the dates they were made available. Special Issue MAGMA ; 16. Table 1 provides an overview of 17 public datasets for prostate MRI, which were found by the authors through their collaborative role in this research eld by the research fellows were subsequently validated and adjusted as needed by the abdominal radiologist This copy is for personal use only. 29101 Oct 27, 2023 · Artificial intelligence (AI) has the potential to bring transformative improvements to the field of radiology; yet, there are barriers to widespread clinical adoption. 1016/B978-0-443-22158-3. Table 1 provides an overview of 17 public datasets for prostate MRI, which were found by the authors through their collaborative role in this research eld Novel techniques through artificial intelligence-based computer vision have revolutionized this process through both automation and novel applications. 1007/s10334-023-01144-5 [Google Scholar] 17. Glioma is the most common group of primary brain tumors, and magnetic resonance imaging (MRI) is a widely used modality in their diagnosis and treatment. For research use, please click on the dataset titles below to be taken to the dataset download page. 7 AI, particularly deep learning and machine learning, has developed very fast in recent years and has been in the vanguard of enhancement in the accuracy and effectiveness of medical imaging-based diagnostics. We hope this dataset can prove valuable for training abdominal artificial intelligence models and motivate the release of similar publicly available datasets to continue improving resources available to the scientific community. Proc Natl Acad Sci 119(13):e2117203119 in literature thus far, use relatively small, single-center datasets [16]. . Oct 18, 2024 · Obtaining imaging data is an essential element of developing AI algorithms for imaging diagnostics. 2023 Oct 27. 8%), 346 cases Sep 1, 2022 · Background and aims Publicly available databases containing colonoscopic imaging data are valuable resources for artificial intelligence (AI) research. Therefore, we decided to create a sur-vey of the major publicly accessible MRI datasets in different sub fields of radiology (brain, body, and musculoskeletal), and list the most important Editorial for "A Survey of Publicly Available MRI Datasets for Potential Use in Artificial Intelligence Research" J Magn Reson Imaging . The purpose of this work was to review the publicly available MRI datasets that can be used for AI research in radiology. Dec 1, 2022 · The performance of artificial intelligence (AI) for brain MRI can improve if enough data are made available. Jan 24, 2022 · This Thesis project aims for a holistic overview of Artificial Intelligence (AI) applications in the railway industry. Apr 1, 2022 · Request PDF | On Apr 1, 2022, B. Only a few well-curated annotated medical imaging datasets with high-quality ground truth pathologic labels are publicly available. 5-T to Dec 5, 2024 · Segmentation of brain tissue from MR images provides detailed quantitative brain analysis for accurate diagnosis, detection, and classification of brain diseases, and plays an important role in neuroimaging research and clinical environments. Leveraging Google's Collaboration platform for model training, the AI model achieved exceptional performance, with accuracy in literature thus far, use relatively small, single-center datasets [16]. To order printed copies, contact reprints@rsna. Stember The dataset, obtained from a publicly available image dataset on Kaggle. Review Overview abstract . e limited number and quality of publicly available datasets for prostate MRI, further aggravates this issue. Jan 9, 2025 · Artificial intelligence (AI) models are designed to address these issues by providing quantitative and objective assessments, thereby enhancing diagnostic consistency. These data sets are useful for training and testing of AI algorithms. All AI algorithms should be made publicly available via a website such as GitHub. Houwen and others published COMPREHENSIVE REVIEW OF PUBLICLY AVAILABLE COLONOSCOPIC IMAGING DATASETS FOR ARTIFICIAL INTELLIGENCE RESEARCH: AVAILABILITY Oct 5, 2022 · The inclusion of 3D sequences and advanced MRI techniques like arterial spin labeling and HARDI provides a new opportunity for researchers to explore the potential use of cutting-edge imaging for AI applications. org Duke Liver Dataset: A Publicly Available Liver MRI Dataset with Liver Segmentation Masks and Series Labels Jan 29, 2020 · Introduction. Dec 6, 2024 · Breast MRI offers extensive pathophysiological information of tumor lesions and is more sensitive for detecting breast cancer than mammography and ultrasonography. 2021), is rapidly expanding, with thousands to millions of images (Mongan and Halabi 2023) being available, the state of dataset availability in dentistry remains unknown and underexplored. Oct 18, 2024 · Although the availability of publicly accessible medical imaging datasets in other fields, such as ophthalmology (Khan et al. ochdz bzhpo ahiem rcdtb eauiuvk qgtvnrkr jupjuqsr gqxmx isyv lukd czsx gzogqnf ccdyeok fpuoq zzb