Microscope imagery showing Tasar samples used in SeriScope research

01Principle

The operating idea

Trace the diagnostic chain

Diagnostic chain

One instrument. Four decisive movements.

01

Capture

Acquire repeatable microscopic imagery from prepared samples.

02

Process

Standardise visual inputs for dependable model inference.

03

Infer

Run disease and fertility models entirely on edge hardware.

04

Explain

Return visual evidence that supports an operator’s decision.

01Sample

A field reality enters the lens.

02Signal

The model isolates what deserves attention.

03Decision

Evidence returns to the operator.

Evidence, visible

Designed to show its reasoning.

Visual explanations connect model output to the microscopic regions that matter, helping keep a trained operator in the loop.

Explore the research
Grad-CAM model explanation panels from SeriScope testingExplainability / Grad-CAM

Recognition

The work travelled farther than the prototype.

SeriScope team representing India at the Regeneron ISEF stage in Phoenix
02Regeneron ISEF, Phoenix2026
Suryakanta Lenka and Tripathy Divyajyoti Senapati holding ISEF finalist certificates and IRIS awards
01IRIS recognition
SeriScope students with their mentor after receiving medals at the IRIS National Fair
03IRIS National Fair
NITI Aayog and Atal Innovation Mission recognition panel celebrating SeriScope at ISEF
04Atal Innovation Mission recognition2026
SeriScope team representing India at the Regeneron ISEF stage in Phoenix
02Regeneron ISEF, Phoenix2026
Suryakanta Lenka and Tripathy Divyajyoti Senapati holding ISEF finalist certificates and IRIS awards
01IRIS recognition2025-26
SeriScope students with their mentor after receiving medals at the IRIS National Fair
03IRIS National Fair2025-26
NITI Aayog and Atal Innovation Mission recognition panel celebrating SeriScope at ISEF
04Atal Innovation Mission recognition2026
SeriScope research workflow overview7.6 MB / PDF

Project Report

Go beyond the overview.

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