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Devi Ayyagari
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Tailored for real-world: a whole slide image classification system validated on uncurated multi-site data emulating the prospective pathology workload
JD Ianni, RE Soans, S Sankarapandian, RV Chamarthi, D Ayyagari, ...
Scientific reports 10 (1), 3217, 2020
872020
A pathology deep learning system capable of triage of melanoma specimens utilizing dermatopathologist consensus as ground truth
S Sankarapandian, S Kohn, V Spurrier, S Grullon, RE Soans, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision, 629-638, 2021
202021
Image reconstruction using priors from deep learning
D Ayyagari, N Ramesh, D Yatsenko, T Tasdizen, C Atria
Medical Imaging 2018: Image Processing 10574, 104-110, 2018
102018
Augmenting the Pathology Lab: An Intelligent Whole Slide Image Classification System for the Real World
JD Ianni, RE Soans, S Sankarapandian, RV Chamarthi, D Ayyagari, ...
arXiv preprint arXiv:1909.11212, 2019
22019
Toward low-cost automated monitoring of life below water with deep learning
D Ayyagari, C Morris, J Barnes, C Whidden
Environmental Data Science 2, e13, 2023
12023
Towards low cost automated monitoring of life below water to de-risk ocean-based carbon dioxide removal and clean power
KD Ayyagari, C Whidden, C Morris, J Barnes
NeurIPS 2022 Workshop on Tackling Climate Change with Machine Learning, 2022
12022
Automated Prediction of Malignancy in Specimens of Melanocytic Lesions Using Weakly-Supervised Deep Neural Networks
RES Saul A. Kohn, Ramachandra Vikas Chamarthi, Kameswari Devi Ayyagari, Siva ...
Journal of Pathology Informatics 11, 2020
1*2020
Critical component detection using deep learning and attention
J Ianni, RE Soans, KD Ayyagari, S Kohn
US Patent 11,861,881, 2024
2024
Multi-scale image reconstruction of three-dimensional objects
C Atria, D Ayyagari, J Wunderlich
US Patent 11,244,481, 2022
2022
Robust Classification of Melanocytic Lesions Using Deep Neural Networks: Flagging Dysplastic and Malignant Morphologies Before Pathology Review
W Shon, J Ianni, B Balzer, S Kohn, RV Chamarthi, KD Ayyagari, ...
LABORATORY INVESTIGATION 101 (SUPPL 1), 317-317, 2021
2021
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