Field-grounded data
Samples were collected in Tasar sericulture contexts and documented through a practical microscopy pipeline.
Built on real samples, not a laboratory shortcut.
More than 1,400 field examples inform a multi-model evaluation spanning disease screening, fertility assessment, visual explanation, and embedded deployment.
System sequence
One visual language, traced from evidence to action.
Model comparison
Five classification models were evaluated to understand performance and deployment trade-offs.
Responsible interpretation
Visual explanations and human oversight keep the diagnostic result legible to an operator.
Next validation
Larger datasets, external validation, hardware integration, and field trials define the next research phase.