3 papers
cs.LG2026
On-Device Continual Learning with Dual-Stage Buffer and Dynamic Loss for Point-of-Care Pneumonia Diagnosis
Danu Kim
Deep learning models detect pneumonia from chest X-rays with high accuracy, but the performance declines under domain shifts caused by differences in devices, patients, or institut…
cs.CV2026
Domain Incremental Learning for Pandemic-Resilient Chest X-Ray Analysis
Danu Kim
Deep learning models achieved high accuracy in pneumonia detection from chest X-rays. However, their generalization across clinical domains remains limited due to variations in ima…
cs.CV2024
GreenEye: Development of Real-Time Traffic Signal Recognition System for Visual Impairments
Danu Kim
Recognizing a traffic signal, determining if the signal is green or red, and figuring out the time left to cross the crosswalk are significant challenges to visually impaired peopl…