Edge Image‑Classification Pipeline

Converted ResNet‑50 model to TensorRT for Nvidia Jetson fleet. On‑device inference at 24 FPS enables real‑time sorting in warehouses. Deployed OTA rollout system with staged Canary groups. Accuracy improved from 88 % to 94 % post‑quantisation. Energy draw reduced 17 % per unit.

Case Study

Process

1

Product Scope

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

2

Product Rationale

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

3

Clickable Prototype

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

4

Full Development

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

5

Iterations

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

Step 1Step 2Step 3
Tech
We Used
Celery

Celery

Next.js

Next.js

PostgreSQL

PostgreSQL

Redis

Redis

Tailwind

Tailwind

Project
Timeline
Consultation
5 March 2025

1

Project Started
15 March 2025

2

Project Ended
14 April 2025

3

Valentina Rossi

Valentina Rossi

Logistics Innovation Lead

Real‑time classification on the edge cut sorting errors by 40 %. Energy savings pay for the hardware refresh in under a year.

Your Vision,
Our Crafty

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