Capture
Acquire repeatable microscopic imagery from prepared samples.

Diagnostic chain
Acquire repeatable microscopic imagery from prepared samples.
Standardise visual inputs for dependable model inference.
Run disease and fertility models entirely on edge hardware.
Return visual evidence that supports an operator’s decision.
Evidence, visible
Visual explanations connect model output to the microscopic regions that matter, helping keep a trained operator in the loop.
Explore the research
Explainability / Grad-CAMRecognition








7.6 MB / PDFProject Report
Trace SeriScope from field sampling and microscopy to model evaluation, explainability, and edge deployment.
SeriScope: A Low-Cost Edge-AI System for Fertility and Disease Assessment of Tassar Silkworm Eggs
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