Faculty in the University of Dayton Department of Electrical and Computer Engineering address a variety of topics in their scholarly work, often with grant support from federal agencies, corporations, and private foundations. This collection provides a sampling of their work.

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Submissions from 2021

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DALES Objects: A Large Scale Benchmark Dataset for Instance Segmentation in Aerial Lidar, Nina M. Singer (0000-0001-5916-6425) and Vijayan K. Asari (0000-0002-3751-5492)

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Scene motion detection in imagery with anisoplanatic optical turbulence using a tilt-variance-based gaussian mixture model, Richard L. Van Hook and Russell C. Hardie

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Evaluating Deep-Learning Models for Debris-Covered Glacier Mapping, Zhiyuan Xie, Vijayan K. Asari, and Umesh K. Haritashya

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Guest Editorial: Edge Intelligence for beyond 5G Networks, Yan Zhang, Zhiyong Feng, Hassnaa Moustafa, Feng Ye, Usman Javaid, and Chunfen Cui

Submissions from 2020

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Ensemble Lung Segmentation System Using Deep Neural Networks, Redha A. Ali, Russell C. Hardie, and Hussin K. Ragb

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Ensemble lung segmentation system using deep neural networks, Redha Ali, Russell C. Hardie, and Hussin K. Ragb

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Mitosisnet: End-to-End Mitotic Cell Detection by Multi-Task Learning, Md Zahangir Alom (0000-0002-2314-1207), Theus Aspiras, Tarek M. Taha, Tj Bowen, and Vijayan K. Asari

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Event probability mask (EPM) and event denoising convolutional neural network (EDNCNN) for neuromorphic cameras, R. Wes Baldwin, Mohammed Almatrafi, Vijayan K. Asari, and Keigo Hirakawa (0000-0002-0818-768)

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Shift-And-Decorrelate Lifting: CAMRA for Lossless Intra Frame CFA Video Compression, Yeejin Lee and Keigo Hirakawa (0000-0002-0818-768)

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Two-stage deep learning architecture for pneumonia detection and its diagnosis in chest radiographs, Barath Narayanan, Venkata Salini Priyamvada Davuluru, and Russell C. Hardie

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Hybrid machine learning architecture for automated detection and grading of retinal images for diabetic retinopathy, Barath Narayanan, Barath Narayanan, Russell C. Hardie, Manawaduge Supun De Silva, and Nathaniel K. Kueterman

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Ensemble Malware Classification System Using Deep Neural Networks, Barath Narayanan Narayanan (0000-0001-9648-5695) and Venkata Salini Priyamvada Davuluru

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Transfer-to-Transfer Learning Approach for Computer Aided Detection of COVID-19 in Chest Radiographs, Barath Narayanan Narayanan (0000-0001-9648-5695), Russell C. Hardie (0000-0002-1216-3865), Vignesh Krishnaraja, Christina Karam, and Venkata Salini Priyamvada Davuluru

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Conditional Generative Adversarial Network Demosaicing Strategy for Division of Focal Plane Polarimeters, Garrett Sargent, Bradley M. Ratliff, and Vijayan K. Asari

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EV Charging Behavior Analysis Using Hybrid Intelligence for 5G Smart Grid, Yi Shen (0000-0002-9358-7650), Wei Fang, Feng Ye (0000-0002-2436-2300), and Michel Kadoch

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Patch-based gaussian mixture model for scene motion detection in the presence of atmospheric optical turbulence, Richard L. Van Hook and Russell C. Hardie

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Corrections to ‘‘GlacierNet: A Deep-Learning Approach for Debris-Covered Glacier Mapping’’, Zhiyuan Xie, Umesh K. Haritashya, Vijayan K. Asari, Brennan W. Young, Michael P. Bishop, and Jeffrey S. Kargel

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GlacierNet: A Deep-Learning Approach for Debris-Covered Glacier Mapping, Zhiyuan Xie, Umesh K. Haritashya (0000-0001-9527-954X), Vijayan K. Asari, Brennan W. Young, Michael P. Bishop, and Jeffrey S. Kargel

Submissions from 2019

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Deep Learning Ensemble Methods for Skin Lesion Analysis towards Melanoma Detection, Redha Ali, Russell C. Hardie, Barath Narayanan, and Supun De Silva

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A State-of-the-Art Survey on Deep Learning Theory and Architectures, Md Zahangir Alom, Tarek M. Taha, Christopher Yakopcic, Stefan Westberg, Paheding Sidike (0000-0003-4712-9672), Mst Shamima Nasrin, Mahmudul Hasan, Brian C. Van Essen, Abdul A. S. Awwal, and Vijayan K. Asari

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Recurrent Residual U-Net for Medical Image Segmentation, Md Zahangir Alom, Christopher Yakopcic, Mahmudul Hasan, Tarek M. Taha, and Vijayan K. Asari

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Active Recall Networks for Multiperspectivity Learning through Shared Latent Space Optimization, Theus Aspiras, Ruixu Liu, and Vijayan K. Asari

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Fusion of interpolated frames superresolution in the presence of atmospheric optical turbulence, Russell C. Hardie, Michael A. Rucci, Barry K. Karch, Alexander J. Dapore, Douglas R. Droege, and Joseph C. French

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Performance analysis of machine learning and deep learning architectures for malaria detection on cell images, Barath Narayanan, Redha Ali, and Russell C. Hardie

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A Computationally Efficient U-Net Architecture for Lung Segmentation in Chest Radiographs, Barath Narayanan and Russell C. Hardie