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   Articles with "resnet" as a keyword



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Machine learning based oxygen and carbon concentration derivation using dual-energy CT for PET-based dose verification in proton therapy.

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recommendations! Published in 2022 at "Medical physics"

DOI: 10.1002/mp.15581

Abstract: PURPOSE Online dose verification based on proton-induced positron emitters requires high accuracy in the assignment of elemental composition (e.g. C and O). We developed a machine learning framework for deriving oxygen and carbon concentration based… read more here.

Keywords: unet resnet; carbon; resnet; machine learning ... See more keywords
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Computer vision‐based tree trunk and branch identification and shaking points detection in Dense‐Foliage canopy for automated harvesting of apples

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recommendations! Published in 2021 at "Journal of Field Robotics"

DOI: 10.1002/rob.21998

Abstract: Fresh market apples are one of the high‐value crops in the United States. Washington alone has produced two‐thirds of the annual national production in the past 10 years. However, the availability of seasonal labor is… read more here.

Keywords: shaking points; automated harvesting; resnet; computer vision ... See more keywords
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Efficacy of Transfer Learning-based ResNet models in Chest X-ray image classification for detecting COVID-19 Pneumonia

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recommendations! Published in 2022 at "Chemometrics and Intelligent Laboratory Systems"

DOI: 10.1016/j.chemolab.2022.104534

Abstract: Because of COVID-19's effect on pulmonary tissues, Chest X-ray(CXR) and Computed Tomography (CT) images have become the preferred imaging modality for detecting COVID-19 infections at the early diagnosis stage when the symptoms are not specific.… read more here.

Keywords: chest ray; resnet; image classification; classification ... See more keywords
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Wind direction retrieval from Sentinel-1 SAR images using ResNet

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recommendations! Published in 2020 at "Remote Sensing of Environment"

DOI: 10.1016/j.rse.2020.112178

Abstract: Abstract This paper introduces a novel approach to estimate the wind direction over the sea from Synthetic Aperture Radar (SAR) images without any external information. The method employs deep residual network (ResNet), a variant of… read more here.

Keywords: wind direction; direction retrieval; resnet; sar images ... See more keywords
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Ensemble classification combining ResNet and handcrafted features with three-steps training

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recommendations! Published in 2022 at "Physiological Measurement"

DOI: 10.1088/1361-6579/ac8f12

Abstract: Objective. This work presents an ECG classifier for variable leads as a contribution to the Computing in Cardiology Challenge/CinC Challenge 2021. It aims to integrate deep and classic machine learning features into a single model,… read more here.

Keywords: handcrafted features; classification; resnet; ensemble classification ... See more keywords
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Detection of Mulberry Ripeness Stages Using Deep Learning Models

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recommendations! Published in 2021 at "IEEE Access"

DOI: 10.1109/access.2021.3096550

Abstract: Ripeness classification is one of the most challenging tasks in the postharvest management of mulberry fruit. The risks of microbial contamination and human error in manual sorting are significant; it may result in quality degradation… read more here.

Keywords: resnet; accuracy; mulberry ripeness; classification ... See more keywords
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Two ResNet Mini Architectures for Aircraft Wake Vortex Identification

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recommendations! Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3249298

Abstract: The identification of aircraft wake vortex is an essential issue in the operation of airspace utilization ratio. In particular, accurately identifying wake vortex in fine classification is helpful to guide separation standards under realistic airport… read more here.

Keywords: wake vortex; resnet; identification; mini architectures ... See more keywords
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A Self-Attentional ResNet-LightGBM Model for IoT-Enabled Voice Liveness Detection

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recommendations! Published in 2023 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2022.3230992

Abstract: Voice user interface (VUI) brings high efficiency and convenience for the applications of Internet of Things (IoT), meanwhile, it can also cause increasingly serious security issues. The word-level voice liveness detection is proved to be… read more here.

Keywords: resnet; voice; self attentional; detection ... See more keywords
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PD-ResNet for Classification of Parkinson’s Disease From Gait

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recommendations! Published in 2022 at "IEEE Journal of Translational Engineering in Health and Medicine"

DOI: 10.1109/jtehm.2022.3180933

Abstract: Objective: To develop an objective and efficient method to automatically identify Parkinson’s disease (PD) and healthy control (HC). Methods: We design a novel model based on residual network (ResNet) architecture, named PD-ResNet, to learn the… read more here.

Keywords: resnet; classification; parkinson disease; accuracy precision ... See more keywords
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Depthwise Separable ResNet in the MAP Framework for Hyperspectral Image Classification

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recommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2020.3033149

Abstract: To build small and efficient neural networks for hyperspectral image (HSI) classification, this letter presents a depthwise separable residual neural network (ResNet). This approach, motivated by the popular MobileNet architecture, decomposes the traditional spatial-spectral convolution… read more here.

Keywords: map framework; depthwise separable; resnet; classification ... See more keywords
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CURIOUS: Efficient Neural Architecture Search Based on a Performance Predictor and Evolutionary Search

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recommendations! Published in 2022 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"

DOI: 10.1109/tcad.2022.3148202

Abstract: Neural networks (NNs) have been successfully deployed in various applications of artificial intelligence. However, architectural design of NNs is still a challenging problem. This is due to the need to navigate a search space based… read more here.

Keywords: predictor; resnet; architecture; search ... See more keywords