Why Off-the-Shelf CNNs Failed at Soybean Disease Classification — And What We Built Instead

Soybean diseases are quietly devastating. They reduce yields, waste produce, and cost farmers their livelihoods. But the bigger problem isn't the diseases themselves — it's identifying them. Different diseases require different treatments, and distinguishing them demands specialized knowledge that most farmers lack. In the developing world, access to plant pathologists is often limited or non-existent. By the time the wrong treatment is applied, the damage is done. The existing methods for…