Articles with "deep ensemble" as a keyword



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Selective deep ensemble for instance retrieval

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Published in 2018 at "Multimedia Tools and Applications"

DOI: 10.1007/s11042-018-5967-8

Abstract: In public security systems, visual instance retrieval has an explosive growing requirement, especially for large-scale image or video databases. Due to its wide range of applications in surveillance scenario, this paper aims at the retrieval… read more here.

Keywords: ensemble instance; retrieval; instance retrieval; selective deep ... See more keywords

Multitask Deep Ensemble Prediction of Molecular Energetics in Solution: From Quantum Mechanics to Experimental Properties.

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Published in 2023 at "Journal of chemical theory and computation"

DOI: 10.1021/acs.jctc.2c01024

Abstract: The past few years have witnessed significant advances in developing machine learning methods for molecular energetics predictions, including calculated electronic energies with high-level quantum mechanical methods and experimental properties, such as solvation free energy and… read more here.

Keywords: deep ensemble; molecular energetics; sphysnet ens5; experimental properties ... See more keywords
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Efficient Evolving Deep Ensemble Medical Image Captioning Network

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Published in 2022 at "IEEE Journal of Biomedical and Health Informatics"

DOI: 10.1109/jbhi.2022.3223181

Abstract: With the advancement in artificial intelligence (AI) based E-healthcare applications, the role of automated diagnosis of various diseases has increased at a rapid rate. However, most of the existing diagnosis models provide results in a… read more here.

Keywords: deep ensemble; captioning network; medical image; ensemble medical ... See more keywords
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Deep-Ensemble-Learning-Based GPS Spoofing Detection for Cellular-Connected UAVs

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Published in 2022 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2022.3195320

Abstract: Unmanned aerial vehicles (UAVs) are an emerging technology in the 5G-and-beyond systems with the promise of assisting cellular communications and supporting IoT deployment in remote and density areas. Safe and secure navigation is essential for… read more here.

Keywords: gps spoofing; deep ensemble; ensemble learning; spoofing detection ... See more keywords
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Easy Ensemble: Simple Deep Ensemble Learning for Sensor-Based Human Activity Recognition

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Published in 2022 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2022.3222221

Abstract: Sensor-based human activity recognition (HAR) is a paramount technology in the Internet of Things services. HAR using representation learning, which automatically learns a feature representation from raw data, is the mainstream method because it is… read more here.

Keywords: human activity; deep ensemble; ensemble learning; sensor based ... See more keywords
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Bits-Ensemble: Toward Light-Weight Robust Deep Ensemble by Bits-Sharing

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

DOI: 10.1109/tcad.2022.3197986

Abstract: Robustness and uncertainty estimation is crucial to the safety of deep neural networks (DNNs) deployed on the edge. The deep ensemble model, composed of a set of individual DNNs (namely members), has strong performance in… read more here.

Keywords: ensemble toward; deep ensemble; toward light; light weight ... See more keywords
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Deep Ensemble CNN Method Based on Sample Expansion for Hyperspectral Image Classification

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Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"

DOI: 10.1109/tgrs.2022.3183189

Abstract: With the continuous progress of computer deep learning technology, convolutional neural network (CNN), as a representative approach, provides a unique solution for hyperspectral image (HSI) classification. However, the parameters of CNN cannot be well-tuned when… read more here.

Keywords: ensemble cnn; deep ensemble; classification; cnn ... See more keywords
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Employing Deep Ensemble Learning for Improving the Security of Computer Networks against Adversarial Attacks

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Published in 2022 at "IEEE Transactions on Network and Service Management"

DOI: 10.1109/tnsm.2023.3267831

Abstract: In the past few years, Convolutional Neural Networks (CNN) have demonstrated promising performance in various real-world cybersecurity applications, such as network and multimedia security. However, the underlying fragility of CNN structures poses major security problems,… read more here.

Keywords: adversarial attacks; deep ensemble; computer networks; security ... See more keywords
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Deep Ensemble With Proliferation of PV Energy for Bidirectional Evaluation of Voltage Stability Margin

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Published in 2020 at "IEEE Transactions on Sustainable Energy"

DOI: 10.1109/tste.2019.2905691

Abstract: This paper proposes an algorithm for the bidirectional evaluation of voltage stability margin (VSM) with a large photovoltaic (PV) power penetration. To address the variability caused by loads and PV for bidirectional VSM, a deep… read more here.

Keywords: deep ensemble; stability margin; evaluation voltage; energy ... See more keywords
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A deep ensemble network model for classifying and predicting breast cancer

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Published in 2022 at "Computational Intelligence"

DOI: 10.1111/coin.12563

Abstract: Breast cancer is one of the leading causes of death among women worldwide. In most cases, the misinterpretation of medical diagnosis plays a vital role in increased fatality rates due to breast cancer. Breast cancer… read more here.

Keywords: network; deep ensemble; breast; classifying predicting ... See more keywords

Effective deep ensemble hashing for open-set palmprint recognition

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Published in 2020 at "Journal of Electronic Imaging"

DOI: 10.1117/1.jei.29.1.013018

Abstract: Abstract. Recently, palmprint recognition has made huge progress and attracted the attention of more and more researchers. However, current research rarely involves open-set palmprint recognition. We proposed deep ensemble hashing (DEH) for open-set palmprint recognition.… read more here.

Keywords: deep ensemble; set palmprint; open set; palmprint recognition ... See more keywords