AIMC Topic: Datasets as Topic

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Machine learning revealing overlooked conjunction of working volume and mixing intensity in anammox optimization.

Water research Aug 26, 2024
Extensive studies on improving anammox performance have taken place for decades with particular focuses on its operational and environmental factors, but such parameter-based optimization is difficult, because of the sheer number of possible combinat...
Algorithms Bayes Theorem Datasets as Topic Hydrodynamics Machine Learning Anaerobic Ammonia Oxidation
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Improved robustness for deep learning-based segmentation of multi-center myocardial perfusion cardiovascular MRI datasets using data-adaptive uncertainty-guided space-time analysis.

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Aug 12, 2024
BACKGROUND: Fully automatic analysis of myocardial perfusion cardiovascular magnetic resonance imaging datasets enables rapid and objective reporting of stress/rest studies in patients with suspected ischemic heart disease. Developing deep learning t...
Time Factors United States Myocardial Perfusion Imaging Magnetic Resonance Imaging Uncertainty Aged Predictive Value of Tests Humans Image Interpretation, Computer-Assisted Male Female Datasets as Topic Middle Aged Reproducibility of Results Coronary Circulation Deep Learning
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Impact of training data composition on the generalizability of convolutional neural network aortic cross-section segmentation in four-dimensional magnetic resonance flow imaging.

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Aug 8, 2024
BACKGROUND: Four-dimensional cardiovascular magnetic resonance flow imaging (4D flow CMR) plays an important role in assessing cardiovascular diseases. However, the manual or semi-automatic segmentation of aortic vessel boundaries in 4D flow data int...
Neural Networks, Computer Female Reproducibility of Results Aged Aorta Middle Aged Humans Perfusion Imaging Image Interpretation, Computer-Assisted Case-Control Studies Hemodynamics Young Adult Bicuspid Aortic Valve Disease Aortic Valve Deep Learning Datasets as Topic Predictive Value of Tests Adult Blood Flow Velocity Regional Blood Flow Male
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The impact of multicentric datasets for the automated tumor delineation in primary prostate cancer using convolutional neural networks on F-PSMA-1007 PET.

Radiation oncology (London, England) Aug 7, 2024
PURPOSE: Convolutional Neural Networks (CNNs) have emerged as transformative tools in the field of radiation oncology, significantly advancing the precision of contouring practices. However, the adaptability of these algorithms across diverse scanner...
Radiopharmaceuticals Algorithms Positron-Emission Tomography Datasets as Topic Male Fluorine Radioisotopes Humans Image Processing, Computer-Assisted Oligopeptides Neural Networks, Computer Prostatic Neoplasms Niacinamide
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Adaptive neighborhood triplet loss: enhanced segmentation of dermoscopy datasets by mining pixel information.

International journal of computer assisted radiology and surgery Aug 2, 2024
PURPOSE: The integration of deep learning in image segmentation technology markedly improves the automation capabilities of medical diagnostic systems, reducing the dependence on the clinical expertise of medical professionals. However, the accuracy ...
Humans Neural Networks, Computer Image Processing, Computer-Assisted Data Mining Image Interpretation, Computer-Assisted Datasets as Topic Melanoma Skin Neoplasms Dermoscopy Deep Learning
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Soul: An OCTA dataset based on Human Machine Collaborative Annotation Framework.

Scientific data Aug 2, 2024
Branch retinal vein occlusion (BRVO) is the most prevalent retinal vascular disease that constitutes a threat to vision due to increased venous pressure caused by venous effluent in the space, leading to impaired visual function. Optical Coherence To...
Retinal Vessels Retinal Vein Occlusion Machine Learning Tomography, Optical Coherence Datasets as Topic Humans
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Partial coherence enhances parallelized photonic computing.

Nature Jul 31, 2024
Advancements in optical coherence control have unlocked many cutting-edge applications, including long-haul communication, light detection and ranging (LiDAR) and optical coherence tomography. Prevailing wisdom suggests that using more coherent light...
Humans Neural Networks, Computer Sensitivity and Specificity Parkinson Disease Tomography, Optical Coherence Optics and Photonics Photons Gait Datasets as Topic Silicon
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RadImageNet and ImageNet as Datasets for Transfer Learning in the Assessment of Dental Radiographs: A Comparative Study.

Journal of imaging informatics in medicine Jul 24, 2024
Transfer learning (TL) is an alternative approach to the full training of deep learning (DL) models from scratch and can transfer knowledge gained from large-scale data to solve different problems. ImageNet, which is a publicly available large-scale ...
Deep Learning Radiography, Panoramic Datasets as Topic Radiography, Dental Humans Female Adult Male
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Comparative evaluation of image-based vs. text-based vs. multimodal AI approaches for automatic breast density assessment in mammograms.

Computer methods and programs in biomedicine Jul 20, 2024
BACKGROUND AND OBJECTIVES: In the last decade, there has been a growing interest in applying artificial intelligence (AI) systems to breast cancer assessment, including breast density evaluation. However, few models have been developed to integrate t...
Breast Datasets as Topic Breast Density Software Humans Image Processing, Computer-Assisted Algorithms Artificial Intelligence Mammography Female Natural Language Processing Reproducibility of Results Radiographic Image Interpretation, Computer-Assisted
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Accuracy of automated forensic dental age estimation lab (F-DentEst Lab) on large Malaysian dataset.

Forensic science international Jul 15, 2024
When a disaster occurs, the authority must prioritise two things. First, the search and rescue of lives, and second, the identification and management of deceased individuals. However, with thousands of dead bodies to be individually identified in ma...
Child Image Processing, Computer-Assisted Malaysia Radiography, Panoramic Male Deep Learning Adolescent Forensic Dentistry Datasets as Topic Age Determination by Teeth Humans Neural Networks, Computer Female
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