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Edge AI Vision Kits

Edge AI Vision KitsOur Product Insights

How e-con Systems’ Edge AI Vision Box Helps Mobility Applications Overcome Major Challenges

Prabu Kumar
by Prabu Kumar
Modern mobility platforms face constant movement, changing lighting, long operation cycles, and heavy perception workloads. A unified Edge AI vision box brings camera integration, sensor fusion, and AI processing into one system. These vision boxes also simplify deployment, upgrades, and fleet management. In this blog, you’ll find out why mobility...
Camera ApplicationsEdge AI Vision KitsMobility

From ADAS to Robotaxi: How Vision Systems Must Level Up to Meet New Mobility Use Cases (Part 1)

Suresh Madhu
by Suresh Madhu
ADAS-era vision systems handled short, supervised driving tasks with limited scene scope and intermittent operation. Robotaxi deployments replace that model with continuous, fleet-scale autonomy in dense urban settings, where cameras face constant motion and lighting swings. These conditions raise pressure on imaging consistency, synchronization, and data continuity. In this blog,...
Edge AI Vision KitsOur Product Insights

What is Secure Boot and How Does it Safeguard Edge AI Vision Deployments?

Prabu Kumar
by Prabu Kumar
Edge AI vision systems execute inference and data processing directly on embedded devices deployed outside controlled environments. Any compromise during startup can expose firmware, models, or connected sensors before applications even load. Secure Boot addresses this risk by enforcing a hardware-rooted chain of trust that validates every stage of the...
Autonomous Mobile RobotsCamera ApplicationsEdge AI Vision Kits

What Sensor Fusion Architecture Offers for NVIDIA Orin NX-Based Autonomous Vision Systems

Prabu Kumar
by Prabu Kumar
Autonomous edge AI vision systems depend on synchronized inputs from cameras, LiDAR, radar, IMU, and GNSS to interpret motion and depth in real time. On NVIDIA Orin NX platforms, even minor timing offsets between sensors can disrupt perception, leading to depth misalignment, tracking drift, and weaker inference outcomes. GNSS-disciplined sensor...
Edge AI Vision KitsOur Product Insights

Top 5 Compelling Features of Darsi Pro – e-con Systems’ Edge AI Vision Box

Prabu Kumar
by Prabu Kumar
As vision programs move from pilots to real deployments, teams face mounting pressure around sustained throughput, thermal behavior, and system stability. Fragmented hardware stacks often slow progress and add integration burden. e-con Systems’ Darsi Pro brings compute, camera connectivity, and edge analytics into a single AI vision box built for...
Edge AI Vision KitsOur Product Insights

Why e-con Systems is expanding beyond Cameras into AI Vision Boxes

Prabu Kumar
by Prabu Kumar
As robotics and mobility projects expand, teams are struggling with scattered components, driver work, and long integration cycles. Fully integrated AI vision boxes have risen as the ultimate solution, combining edge compute power, multi-camera inputs, and sensor pathways in one rugged unit. e-con Systems’ Darsi Pro is an AI vision...
Edge AI Vision KitsOur Product Insights

e-con Systems to Launch Darsi Pro, an NVIDIA Jetson-Powered AI Compute Box for Advanced Vision Applications at CES 2026

Prabu Kumar
by Prabu Kumar
This blog offers expert insights into Darsi Pro, how it delivers a unified vision solution, and what it brings to alleviate modern workloads. Darsi Pro comes with GMSL camera options, rugged design, OTA support, and more. It delivers powerful AI performance for seamlessly enabling mobility and ITS use cases in...
Edge AI Vision KitsOur Product Insights

How to run Deep Learning models on the TI Edge AI kit TDA4VM using camera streaming

Suresh Madhu
by Suresh Madhu
New-age embedded vision applications require the use of sophisticated AI and deep learning algorithms. Learn how to run a deep learning model on Texas Instruments’ TDA4VM starter kit using e-con Systems’ Full HD FPD-Link III color global shutter camera module....
Edge AI Vision KitsOur Product Insights

How to run an object detection model on Qualcomm QCS610

Vinoth Rajagopalan
by Vinoth Rajagopalan
Qualcomm QCS610 is one of the most popular SoCs used for developing AI-based embedded vision applications. Learn how to use e-con Systems’ QCS610-based smart AI vision kit to develop an end-to-end object detection application....
Edge AI Vision KitsOur Product Insights

Qualcomm QCS610 AI vision kit with e-con’s low light camera module

Vinoth Rajagopalan
by Vinoth Rajagopalan
Qualcomm QCS610 is a high-performance SoC that helps build smart camera systems capable of performing intelligent processing at the edge. Discover prominent use cases and understand the differentiators of e-con Systems’ new QCS610 AI vision kit....