AD is a progressive and irreversible neurodegenerative disorder. Because the structural changes that accompany the earliest stages of the disease are subtle and easily overlooked, manual interpretation of MRI is time-consuming and prone to inter-observer disagreement. This study presents an end-to-end deep learning fra...
T. Deenadayalan, S. Shantharajah, Swarna Priya Ramu· Frontiers in Artificial Inte...· 0 citations
Retinal disease classification from optical coherence tomography usually relies on large pretrained backbones that do not fit the hardware available in most clinics. This paper presents DisagreementNet, a 227,557-parameter Convolutional Neural Network (CNN) trained from scratch, and Disagreement-Aware Knowledge Distill...
This work records per-sample correctness at every epoch while fine-tuning ResNet-18 and DeiT-Small on an imbalanced retinal OCT dataset and CUB-200-2011, matching samples by image identity and holding the split fixed across seeds.
VeriX-Anon is a multi-layered verification framework for outsourced Target-Driven k-anonymization combining three orthogonal mechanisms: deterministic verification via Merkle-style hashing of an Authenticated Decision Tree, probabilistic verification via Boundary Sentinels and exact-duplicate Twins with cryptographic i...
Miit Daga, Swarna Priya Ramu· Array· 0 citations
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