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 | 87 | 2020 |
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 | 20 | 2021 |
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 | 10 | 2018 |
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 | 2 | 2019 |
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 | 1 | 2023 |
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 | 1 | 2022 |
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 |