AIMC Topic: Datasets as Topic

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An open dataset and machine learning algorithms for Niacin Skin-Flushing Response based screening of psychiatric disorders.

BMC psychiatry Aug 4, 2025
BACKGROUND: Niacin Skin-Flushing Response (NSR) has emerged as a promising objective biomarker for the precise diagnosis of mental disorders. However, its diagnostic potential has been constrained by the limitations of traditional statistical approac...
Algorithms Mental Disorders Biomarkers Humans Machine Learning Datasets as Topic Niacin Flushing Male Bipolar Disorder Schizophrenia Female Adult
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Open-radiomics: a collection of standardized datasets and a technical protocol for reproducible radiomics machine learning pipelines.

BMC medical imaging Aug 4, 2025
BACKGROUND: As an important branch of machine learning pipelines in medical imaging, radiomics faces two major challenges namely reproducibility and accessibility. In this work, we introduce open-radiomics, a set of radiomics datasets along with a co...
Brain Neoplasms Male Middle Aged Reproducibility of Results Humans Magnetic Resonance Imaging Adult Machine Learning Radiomics Survival Analysis Female Datasets as Topic Lung Neoplasms Glioma Carcinoma, Non-Small-Cell Lung
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Open-access ultrasonic diaphragm dataset and an automatic diaphragm measurement using deep learning network.

Respiratory research Jul 18, 2025
BACKGROUND: The assessment of diaphragm function is crucial for effective clinical management and the prevention of complications associated with diaphragmatic dysfunction. However, current measurement methodologies rely on manual techniques that are...
Ultrasonography Datasets as Topic Diaphragm Adult Male Deep Learning Databases, Factual Female Humans
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MIDAS: a technology-enabled hub-and-spoke system for the collection and dissemination of high-quality medical datasets in India.

BMC medical informatics and decision making Jul 6, 2025
BACKGROUND: The need for better AI models fuels the demand for larger and larger high-quality datasets with significant diversity. Over the years, many medical imaging datasets have been published globally, but existing datasets do not contain enough...
Databases, Factual India Diagnostic Imaging Humans Information Dissemination Artificial Intelligence Datasets as Topic
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Learning from small datasets-review of workshop 6 of the 10th International BCI Meeting 2023.

Journal of neural engineering Jun 24, 2025
In a brain-computer interface (BCI), a primary objective is to reduce calibration time by recording as few as possible novel data points to (re-)train decoder models.Minimizing the calibration can be crucial for enhancing the usability of a BCI appli...
Congresses as Topic Education Electroencephalography Datasets as Topic Brain-Computer Interfaces Machine Learning Deep Learning Humans
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Tailoring task arithmetic to address bias in models trained on multi-institutional datasets.

Journal of biomedical informatics Jun 8, 2025
OBJECTIVE: Multi-institutional datasets are widely used for machine learning from clinical data, to increase dataset size and improve generalization. However, deep learning models in particular may learn to recognize the source of a data element, lea...
Deep Learning Natural Language Processing Bias Databases, Factual SARS-CoV-2 Datasets as Topic Humans Machine Learning COVID-19
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Out-of-distribution reject option method for dataset shift problem in early disease onset prediction.

Scientific reports Jun 2, 2025
Machine learning is increasingly used to predict lifestyle-related disease onset using health and medical data. However, its predictive accuracy for use is often hindered by dataset shift, which refers to discrepancies in data distribution between th...
Neural Networks, Computer Dyslipidemias Machine Learning Humans Datasets as Topic Female Male Hypertension Diabetes Mellitus
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A digital photography dataset for Vaccinia Virus plaque quantification using Deep Learning.

Scientific data Apr 30, 2025
Virological plaque assay is the major method of detecting and quantifying infectious viruses in research and diagnostic samples. Furthermore, viral plaque phenotypes contain information about the life cycle and spreading mechanism of the virus formin...
Vaccinia virus Datasets as Topic Photography Viral Plaque Assay Deep Learning Image Processing, Computer-Assisted
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Medical image translation with deep learning: Advances, datasets and perspectives.

Medical image analysis Apr 27, 2025
Traditional medical image generation often lacks patient-specific clinical information, limiting its clinical utility despite enhancing downstream task performance. In contrast, medical image translation precisely converts images from one modality to...
Humans Datasets as Topic Neural Networks, Computer Diagnostic Imaging Deep Learning Image Interpretation, Computer-Assisted Image Processing, Computer-Assisted
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Diabetic retinopathy detection based on mobile maxout network and weber local descriptor feature selection using retinal fundus image.

Scientific reports Apr 22, 2025
Retinal screening provides for earlier detection of diabetic retinopathy (DR) as well as prompt diagnosis. Recognizing DR utilizing color fundus imaging needs qualified specialists to know about the presence and significance of a few insignificant fe...
Humans Diabetic Retinopathy Sensitivity and Specificity Datasets as Topic Convolutional Neural Networks Retina
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