Temporal-constrained parallel graph neural networks for recognizing motion patterns and gait phases in class-imbalanced scenarios

Engineering Applications of Artificial Intelligence, Год журнала: 2025, Номер 143, С. 110106 - 110106

Опубликована: Янв. 20, 2025

Язык: Английский

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Classification of Cloud Particle Habits Using Transfer Learning with a Deep Convolutional Neural Network

Atmosphere, Год журнала: 2025, Номер 16(3), С. 294 - 294

Опубликована: Фев. 28, 2025

The habits of cloud particles are a significant factor impacting microphysical processes in clouds. accurate identification particle shapes within clouds is fundamental requirement for calculating various parameters. In this study, we established image dataset encompassing nine distinct habit categories, totaling 8100 images. These images were captured using three probes with varying resolutions: the Cloud Particle Imager (CPI), Two-Dimensional Stereo Probe (2D-S), and High-Volume Precipitation Spectrometer (HVPS). Furthermore, study performs comparative analysis ten different transfer learning (TL) models based on dataset. It was found that VGG-16 model exhibits highest classification accuracy, reaching 97.90%. This also demonstrates recall, precision, F1 measure. results indicate can reliably classify ice crystal measured by both line scan imagers (2D-S, HVPS) an area imager (CPI).

Язык: Английский

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Multimodal Information Integration and Retrieval Framework Based on Graph Neural Networks

Опубликована: Янв. 10, 2025

Язык: Английский

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Application of Multimodal Information Fusion in Intelligent Pedometers for Visually Impaired Children

Lecture notes in computer science, Год журнала: 2025, Номер unknown, С. 207 - 224

Опубликована: Янв. 1, 2025

Язык: Английский

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Dynamic graph topology generating mechanism: Framework for feature-level multimodal information fusion applied to lower-limb activity recognition

Engineering Applications of Artificial Intelligence, Год журнала: 2024, Номер 137, С. 109172 - 109172

Опубликована: Авг. 27, 2024

Язык: Английский

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