Dr. Ananya Jana Profile

Dr. Ananya Jana

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Publications (6)

Proceedings Article | 13 March 2024 Poster + Paper

Deep learning framework for connected health and intraoral diagnostics: advancing intraoral soft and hard tissue condition analysis

Vrinda Jain, Ananya Jana, Abmael Oliveira, Thomas Livecchi, Mark Pierce, Hrebesh Subhash

Proceedings Volume 12857, 128570G (2024) https://doi.org/10.1117/12.3001072

KEYWORDS: Teeth, Cameras, RGB color model, Image segmentation, Education and training, Neural networks, Diagnostics, Deep learning, Color, Data modeling

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Proceedings Article | 13 March 2024 Poster + Paper

Development and evaluation of a deep learning model for oral soft and hard tissue diagnosis using synthetic image data generated by StyleGAN

Ananya Jana, Vrinda Jain, Abmael Oliveira, Hrebesh Molly Subhash, Dimitris Metaxas

Proceedings Volume 12857, 128570D (2024) https://doi.org/10.1117/12.3000633

KEYWORDS: Teeth, Education and training, Image classification, Data modeling, Image quality, Image analysis, Performance modeling, Tissues, Machine learning, Deep learning

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Proceedings Article | 13 March 2024 Presentation + Paper

Affordable intraoral camera integrated with deep learning for at-home monitoring and detection of oral soft and hard tissue conditions

Vrinda Jain, Ananya Jana, Abmael Oliveira, Thomas Livecchi, Steven Jacques, Mark Pierce, Hrebesh Subhash

Proceedings Volume 12832, 1283209 (2024) https://doi.org/10.1117/12.3000749

KEYWORDS: Cameras, Education and training, Teeth, Deep learning, Color, Neural networks, Algorithm development, Data modeling, RGB color model, Image processing

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Proceedings Article | 15 March 2023 Poster + Paper

Using modern intraoral scanners for deep learning-assisted diagnostic solutions in dentistry

Abmael Oliveira, Ananya Jana, Hrebesh Subhash, Steven Jacques, Mark Pierce

Proceedings Volume 12363, 123630B (2023) https://doi.org/10.1117/12.2651291

KEYWORDS: Teeth, Scanners, Point clouds, Inflammation, 3D scanning, Tissues, Visualization, Cardiovascular disorders, Dentistry, Diagnostics

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Proceedings Article | 6 March 2023 Paper

Automatic tooth segmentation from 3D dental model using deep learning: a quantitative analysis of what can be learnt from a single 3D dental model

Ananya Jana, Hrebesh Molly Subhash, Dimitris Metaxas

Proceedings Volume 12567, 1256707 (2023) https://doi.org/10.1117/12.2669716

KEYWORDS: Teeth, Point clouds, 3D modeling, Education and training, Deep learning, 3D scanning, Machine learning, Network architectures, Image segmentation, Semantics

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Proceedings Article | 10 December 2021 Paper

Global and local interpretation of black-box machine learning models to determine prognostic factors from early COVID-19 data

Ananya Jana, Carlos Minacapelli, Vinod Rustgi, Dimitris Metaxas

Proceedings Volume 12088, 120880A (2021) https://doi.org/10.1117/12.2604743

KEYWORDS: Data modeling, Mathematical modeling, Machine learning, Statistical modeling, Kidney, Blood, Injuries, Electrocardiography, Chest, Performance modeling

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Showing 5 of 6 publications

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