research Task-Driven IQA for Lung CT Quantitative evaluation of image quality metrics for AI-based lung cancer detection (Duke Virtual Imaging Trials) Lacunarity Pooling Layers Texture-aware pooling for image classification (CVPRW 2024 · M.S. thesis) Explainable AI for Remote Sensing Quantitative evaluation of attribution methods on multispectral and SAR imagery (IGARSS 2023) Spatial Transformer Network YOLO Multispectral preprocessing and detection for agricultural phenotyping (arXiv 2024) Texture Analysis of Lung Cell Morphology Morphological imaging metrics for dendritic cell sensitization after nanoparticle exposure (SPIE 2025) Netlist from Hand-Drawn Circuits Converting hand-drawn circuits to LTSpice netlists via image processing and ML (AISP 2022) applied Oncology Question Answering with RAG Retrieval-augmented LLM application for medical QA Intelligent PDF Query System Scalable PDF Q&A with AWS Bedrock and Titan embeddings Real-Time Object Detection Lightweight MobileNet-SSD detection on edge devices