How OCT Helps Early Plant Disease Detection
Optical Coherence Tomography can reveal micro‑structural changes in leaves before symptoms are visible. Here’s how I prototype datasets and evaluate models with limited samples.
Notes on imaging, AI, CV, and teaching.
Optical Coherence Tomography can reveal micro‑structural changes in leaves before symptoms are visible. Here’s how I prototype datasets and evaluate models with limited samples.
I compare ResNet/ConvNeXt baselines against ViT/CvT/DeiT variants for patch‑level grading, with notes on stain variation and augmentation.
From CSI cameras to TensorRT, these are the practical tips that saved hours in edge deployments.
Grad‑CAM, attention rollout, and class selectivity—what works and what misleads for clinical collaborators.
A quick look at how I structure labs, scaffold projects, and close the loop with rapid feedback.
Why a smaller, cleaner, better‑annotated set often beats a huge, noisy one—plus my QC checklist.