Prof. Colleen P. Bailey Profile

Prof. Colleen P. Bailey

Assistant Professor at Univ of North Texas

SPIE Involvement:

Conference Program Committee | Author

Publications (28)

Proceedings Article | 15 June 2023 Poster + Paper

Efficient infrared super-resolution

Nicholas Chiapputo, Colleen Bailey

Proceedings Volume 12514, 125140E (2023) https://doi.org/10.1117/12.2664110

KEYWORDS: Super resolution, Infrared imaging, Deep learning, Signal to noise ratio

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Proceedings Article | 15 June 2023 Poster + Paper

Entropy bottleneck network for IR image compression

Arthur Depoian, Ethan Adams, Nicholas Chiapputo, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12526, 125260M (2023) https://doi.org/10.1117/12.2664118

KEYWORDS: Image compression, RGB color model, Infrared imaging, Data modeling, Convolution, Forward looking infrared, Signal processing, Neural networks, Image quality

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Proceedings Article | 15 June 2023 Presentation + Paper

PCA informed non-linear channel color quantization

Arthur Depoian, Colleen Bailey, Ethan Murrell, Parthasarathy Guturu

Proceedings Volume 12526, 1252607 (2023) https://doi.org/10.1117/12.2664117

KEYWORDS: Quantization, Principal component analysis, RGB color model, Image compression, Image restoration, Image quality, Singular value decomposition

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Proceedings Article | 14 June 2023 Presentation + Paper

Augmented multi-head classification network: MHATT

Garrett Cayce, Arthur Depoian, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12547, 125470Z (2023) https://doi.org/10.1117/12.2664123

KEYWORDS: Machine learning, Network architectures, Biomedical applications, Transformers, Binary data, Signal processing, Neural networks

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Proceedings Article | 14 June 2023 Presentation + Paper

Efficient segmentation of Martian dust storms

Ethan Adams, Jared Riley, Arthur Depoian, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12549, 1254909 (2023) https://doi.org/10.1117/12.2664104

KEYWORDS: Mars, Image segmentation, Object detection, Signal processing, Safety, Planets

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Proceedings Article | 14 June 2023 Presentation + Paper

Ethical data splitting utilizing L1-norm principal component analysis

Garrett Cayce, Arthur Depoian, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12522, 1252208 (2023) https://doi.org/10.1117/12.2664127

KEYWORDS: Principal component analysis, Databases, Binary data, Machine learning, Sampling rates, Electrocardiography, Data modeling, Signal processing

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Proceedings Article | 13 June 2023 Presentation + Paper

Automatic target detection utilizing an edge IR vision transformer (EIR-ViT)

Ethan Adams, Arthur Depoian, Aidan Kurz, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12521, 125210T (2023) https://doi.org/10.1117/12.2664122

KEYWORDS: Target detection, Transformers, Systems modeling, Object detection, Forward looking infrared, Data modeling, Automatic target recognition, Target recognition, Infrared imaging, Infrared radiation

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Proceedings Article | 8 June 2022 Presentation + Paper

Principal component signatures for correlation-and-bit-aware spread spectrum steganography

Colleen Bailey, Dimitris Pados

Proceedings Volume 12122, 1212216 (2022) https://doi.org/10.1117/12.2619313

KEYWORDS: Steganography, Principal component analysis, Distortion, Data hiding, Multimedia, Algorithm development

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Proceedings Article | 3 June 2022 Paper

A novel deep learning algorithm to process COVID-19 chest x-rays

Dong Xie, Arthur Depoian, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12104, 121040G (2022) https://doi.org/10.1117/12.2619141

KEYWORDS: Image classification, Statistical modeling, X-rays, X-ray imaging, Chest imaging, Evolutionary algorithms, Binary data, Lung, Performance modeling, Image processing

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Proceedings Article | 31 May 2022 Presentation + Paper

Building superior heartbeat classification datasets

Garrett Cayce, Arthur Depoian, Hae Jin Kim, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12097, 120970O (2022) https://doi.org/10.1117/12.2619145

KEYWORDS: Databases, Electrocardiography, Data modeling, Standards development, Binary data, Principal component analysis, Statistical analysis, Machine learning, Detection and tracking algorithms, Signal processing

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Proceedings Article | 31 May 2022 Presentation + Paper

Novel neural network architecture for energy prediction

Hae Jin Kim, Arthur Depoian, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12097, 1209705 (2022) https://doi.org/10.1117/12.2619143

KEYWORDS: Neural networks, Machine learning, Optimization (mathematics), Detection and tracking algorithms, Binary data, Statistical methods, Network architectures, Image segmentation, Feature selection, Error analysis

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Proceedings Article | 31 May 2022 Presentation + Paper

Memory-efficient single-image super-resolution

Nicholas Chiapputo, Colleen Bailey

Proceedings Volume 12097, 120970G (2022) https://doi.org/10.1117/12.2619142

KEYWORDS: RGB color model, Super resolution, Data modeling, Convolution, Nonlinear filtering, Image resolution, Convolutional neural networks

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Proceedings Article | 31 May 2022 Presentation + Paper

Novel L1 PCA informed K-means color quantization

Lorenzo Jaques, Arthur Depoian, Ethan Murrell, Dong Xie, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12097, 120970H (2022) https://doi.org/10.1117/12.2619139

KEYWORDS: Quantization, Principal component analysis, RGB color model, Databases, Image quality, Image processing, Computing systems, Visualization

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Proceedings Article | 30 May 2022 Presentation + Paper

Improving underwater object classification: BC-ViT

Aidan Kurz, Ethan Adams, Arthur Depoian, Hae Jin Kim, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 12118, 121180G (2022) https://doi.org/10.1117/12.2619134

KEYWORDS: Transformers, Image classification, Data modeling, Binary data, Visual process modeling, Neural networks, Image segmentation, Machine vision

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Proceedings Article | 12 April 2021 Presentation + Paper

Neural network image fusion with PCA preprocessing

Arthur Depoian, Lorenzo Jaques, Dong Xie, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 11730, 117300K (2021) https://doi.org/10.1117/12.2588039

KEYWORDS: Principal component analysis, Neural networks, Image fusion, Visualization, Sensors, Distortion, Data fusion, Transform theory, Sensor fusion, Resistance

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Proceedings Article | 12 April 2021 Presentation + Paper

A machine learning approach to medical data identification through principal component analysis

Lorenzo Jaques, Arthur Depoian, Dong Xie, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 11730, 1173003 (2021) https://doi.org/10.1117/12.2586038

KEYWORDS: Machine learning, Principal component analysis, Diagnostics, Positron emission tomography, Magnetic resonance imaging, Feature extraction, Electroencephalography, Electrocardiography

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Proceedings Article | 12 April 2021 Presentation + Paper

Novel technique for broadcast footage overlay text recognition

Dong Xie, Arthur Depoian, Lorenzo Jaques, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 11736, 117360P (2021) https://doi.org/10.1117/12.2588177

KEYWORDS: Neural networks, Network architectures, Image processing, Data processing, Binary data

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Proceedings Article | 12 April 2021 Presentation + Paper

A convolutional fully connected structure with hard sample memory pool for land use classification

Dong Xie, Arthur Depoian, Lorenzo Jaques, Colleen Bailey

Proceedings Volume 11735, 117350E (2021) https://doi.org/10.1117/12.2588025

KEYWORDS: Remote sensing, Image classification, Statistical modeling, Neural networks, Machine vision, Convolutional neural networks, Computer vision technology

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Proceedings Article | 20 September 2020 Presentation + Paper

Weighted principal component analysis fusion of satellite telemetry data

Eric King, Arthur Depoian, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 11529, 1152904 (2020) https://doi.org/10.1117/12.2574183

KEYWORDS: Principal component analysis, Satellites, Data fusion, Sensors, Visualization, Signal to noise ratio, Infrared sensors, Infrared radiation, Visible radiation, Data processing

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Proceedings Article | 20 September 2020 Presentation + Paper

Meteorological data outlier detection: a principal component approach

Arthur Depoian, Eric King, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 11528, 115280Q (2020) https://doi.org/10.1117/12.2574178

KEYWORDS: Principal component analysis, Weather forecasting, Sensors, Meteorological satellites, Satellites, Data processing, Data mining, Machine learning, Neural networks, Reliability

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Proceedings Article | 20 September 2020 Presentation + Paper

Optimal control under communication constraints for multi-agent unmanned vehicles

Daniel Zhang, Colleen Bailey

Proceedings Volume 11543, 115430J (2020) https://doi.org/10.1117/12.2574176

KEYWORDS: Unmanned vehicles, Telecommunications, Vehicle control, Unmanned aerial vehicles, Unmanned ground vehicles, Defense technologies, Inspection, Ultraviolet radiation, Robotics, Control systems

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Proceedings Article | 24 April 2020 Presentation + Paper

Computer vision learning techniques for sports video analytics: removing overlays

Arthur Depoian, Lorenzo Jaques, Dong Xie, Colleen Bailey, Parthasarathy Guturu

Proceedings Volume 11395, 113950M (2020) https://doi.org/10.1117/12.2560888

KEYWORDS: Video, Machine vision, Computer vision technology, Image processing, Edge detection, Analytics, Detection and tracking algorithms, Binary data

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Proceedings Article | 24 April 2020 Presentation + Paper

Gene expression classification using L1 norm PCA

Zachary Walker, Colleen Bailey, Hae Jin Kim

Proceedings Volume 11395, 113950I (2020) https://doi.org/10.1117/12.2560883

KEYWORDS: Principal component analysis, Leukemia, Yeast, Alzheimer's disease, Machine learning, Genetics, Visualization, Genetic algorithms, Resistance

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Proceedings Article | 23 April 2020 Presentation + Paper

Scalable free space optical transceiver

Ethan Murrell, Nathan Collins, Riley Cottrell, Colleen Bailey

Proceedings Volume 11422, 1142206 (2020) https://doi.org/10.1117/12.2558743

KEYWORDS: Free space optics, Telecommunications, Target acquisition, Transceivers, Data communications, Free space, Copper, Optical communications, Data conversion

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Proceedings Article | 22 April 2020 Presentation + Paper

Novel receipt recognition with deep learning algorithms

Dong Xie, Colleen Bailey

Proceedings Volume 11400, 114000B (2020) https://doi.org/10.1117/12.2558206

KEYWORDS: Detection and tracking algorithms, Image processing, Evolutionary algorithms, Optical character recognition, Neural networks, Network architectures, Image segmentation, Algorithm development, Machine vision, Computer vision technology

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Proceedings Article | 21 April 2020 Presentation + Paper

Obstacle avoidance and navigation utilizing reinforcement learning with reward shaping

Daniel Zhang, Colleen Bailey

Proceedings Volume 11413, 114131H (2020) https://doi.org/10.1117/12.2558212

KEYWORDS: Robotics, Optimization (mathematics), Robots, Remote sensing, Computer simulations, Neural networks, Unmanned ground vehicles, LIDAR, Electrical engineering

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Proceedings Article | 13 May 2019 Presentation + Paper

Machine learning application to hydraulic fracturing

Giovanni Tamez, Danytza Castillo, Aaron Colmenero, Jorge Ayala, Colleen Bailey

Proceedings Volume 10989, 109890A (2019) https://doi.org/10.1117/12.2518996

KEYWORDS: Machine learning, Neural networks, Data processing

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Proceedings Article | 27 April 2018 Paper

Blind modulation detection via staged GLRT

Colleen Bailey, Dimitris Pados

Proceedings Volume 10646, 106461R (2018) https://doi.org/10.1117/12.2311929

KEYWORDS: Signal to noise ratio, Modulation, Phase shift keying, Frequency shift keying, Detection and tracking algorithms, Interference (communication), Detection theory, Signal detection, Algorithms, Binary data

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Showing 5 of 28 publications

Conference Committee Involvement (3)

Multimodal Image Exploitation and Learning 2024

22 April 2024 | National Harbor, Maryland, United States

Big Data VI: Learning, Analytics, and Applications

22 April 2024 | National Harbor, Maryland, United States

Multimodal Image Exploitation and Learning 2023

1 May 2023 | Orlando, Florida, United States

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