Building a Practical Plant Disease Detection System — Heatmaps, Explainability, and Real-World Usability

Nov 29, 2025 · 10 min read · Introduction Most online examples of plant-disease detection follow the same pattern: train a CNN on a clean dataset and report an accuracy number. That workflow ignores the hard part — real-world images never look like dataset samples. Lighting vari...