Publications
Note for figures: Upload paper figures to
assets/images/papers/using these filenames to replace placeholders:thyroid_2025.png,dsa_nrp.png,us_enhance_2024.png,thygraph_2024.png. MIME and VAG already have figures.
Combining Ultrasound Imaging and Molecular Testing in a Multimodal Deep Learning Model for Risk Stratification of Indeterminate Thyroid Nodules
S Athreya, A Melehy, S Suthahar, V Ivezić et al.
Thyroid, 2025.
Multimodal deep learning fusing ultrasound and genomic features to stratify indeterminate thyroid nodules.
DSA-NRP: No-Reflow Prediction from Angiographic Perfusion Dynamics in Stroke EVT
S Athreya*, C Olivares*, A Ismail et al.
In revision, IEEE Transactions on Medical Imaging.
First ML framework for real-time post-EVT no-reflow prediction from DSA video; AUROC 0.933.
Enhancing Ultrasound Image Quality across Disease Domains: an Application of CycleGAN and Perceptual Loss
S Athreya, A Radhachandran, V Ivezić, V Sant et al.
JMIR Biomedical Engineering, 2024.
Unpaired image translation for ultrasound enhancement; top 10 in MICCAI USEnhance 2023.
ThyGraph: A Graph-Based Approach for Thyroid Nodule Diagnosis from Ultrasound Studies
A Radhachandran, A Vittalam, V Ivezić, V Sant, S Athreya et al.
MICCAI 2024.
Graph neural network approach to thyroid nodule diagnosis from multi-image ultrasound studies.
MIME: Minority Inclusion for Majority Group Enhancement of AI Performance
P Chari, Y Ba, S Athreya, A Kadambi.
ECCV 2022.
Including a small fraction of minority samples during training measurably reduces majority group test error.
Screening of Knee-Joint Vibroarthrographic Signals Using Time and Spectral Domain Features
M M Shidore, S Athreya, S Deshpande, R Jalnekar.
Biomedical Signal Processing and Control, Elsevier, 2021.
Time and spectral domain classification of knee-joint VAG signals for non-invasive pathology screening.