Date 02/22/21

Customer Case Study: Increasing car safety through Edge AI audio classification

A compelling use-case for Edge AI is the ability to perform real time classification of audio on low-power devices. By enabling processing of audio data on an edge device, latency, power-usage and cost can be reduced while maintaining a strong protection of end-users’ privacy. Even better, this functionality can be used to increase car and road safety.
 
Slovakia-based Inovasense have, during the course of a three month project, evaluated Imagimob AI as a platform for building audio classification applications targeting the automotive industry. Inovasense is an embedded hardware and software design house, specializing in the development of ultra low power devices with built-in hardware security.

Within this Edge AI project, Inovasense engineers built, trained and evaluated several advanced AI models using Imagimob AI. Inovasense were quickly able to import their pre-existing datasets into the platform, visualize the data to find flaws in it, and then use Imagimob AI to evaluate new methods of data processing. 
 
Regarding the data visualization module of the platform, Timotej, a senior software engineer at Inovasense says: “I really love this! The visualization capabilities of Imagimob AI were above my expectations.” 
 
Once the data was in good shape the focus shifted to model-building and -training. In this part of the project several advanced AI models were built and evaluated inside Imagimob AI with good results. Asking Timotej about this part of the service he says: “I really like this, now I have much more information on what is going on with my models than I had before”. 
 
In the next project phase Inovasense will use Imagimob AI to package the most promising AI models for testing on final hardware. Vladimir Vician, CEO at Inovasense says: “We are now up-to-speed using Imagimob AI and can use it to run Edge AI-projects for our customers. We are also considering using it in our own product development.”

LATEST ARTICLES
arrow_forward
Date 04/11/24

2024 State of Edge AI Report

The 2024 State of Edge AI report is now live! Imagimob ...

Date 03/08/24

March release of Imagimob Studio

This month, we released Imagimob Studio 4.6. Here are some o...

Date 02/06/24

February release of Imagimob Studio

Date 01/16/24

Introducing Graph UX: A new way to visualize your ...

Date 12/06/23

Imagimob Ready Models are here. Time to accelerate...

Date 01/27/23

Deploying Quality SED models in a week

Date 11/17/22

An introduction to Sound Event Detection (SED)

Date 11/14/22

Imagimob condition monitoring AI-demo on Texas Ins...

Date 11/01/22

Alert Vest – connected tinyML safety vest by Swanh...

Date 10/21/22

Video recording from tinyML AutoML Deep Dive

Date 10/19/22

Edge ML Project time-estimates

Date 10/05/22

An introduction to Fall detection - The art of mea...

Date 04/20/22

Imagimob to exhibit at Embedded World 2022

Date 03/12/22

The past, present and future of edge ML

Date 03/10/22

Recorded AI Tech Talk by Imagimob and Arm on April...

Date 03/05/22

The Future is Touchless: Radical Gesture Control P...

Date 01/31/22

Quantization of LSTM layers - a Technical White Pa...

Date 01/07/22

How to build an embedded AI application

Date 12/07/21

Don’t build your embedded AI pipeline from scratch...

Date 12/02/21

Imagimob @ CES 2022

Date 11/25/21

Imagimob AI in Agritech

Date 10/19/21

Deploying Edge AI Models - Acconeer example

Date 10/11/21

Imagimob AI used for condition monitoring of elect...

Date 09/21/21

Tips and Tricks for Better Edge AI models

Date 06/18/21

Imagimob AI integration with IAR Embedded Workbenc...

Date 05/10/21

Recorded Webinar - Imagimob at Arm AI Tech Talks o...

Date 04/23/21

Gesture Visualization in Imagimob Studio

Date 04/01/21

New team members

Date 03/15/21

Imagimob featured in Dagens Industri

Date 02/22/21

Customer Case Study: Increasing car safety through...

Date 12/18/20

Veoneer, Imagimob and Pionate in joint research pr...

Date 11/20/20

Edge computing needs Edge AI

Date 11/12/20

Imagimob video from tinyML Talks

Date 10/28/20

Agritech: Monitoring cattle with IoT and Edge AI

Date 10/19/20

Arm Community Blog: Imagimob - The fastest way fro...

Date 09/21/20

Imagimob video from Redeye AI seminar

Date 05/07/20

Webinar - Gesture control using radar and Edge AI

Date 04/08/20

tinyML article with Nordic Semiconductors

Date 02/18/20

What is tinyML?

Date 12/11/19

Edge AI for techies, updated December 11, 2019

Date 12/05/19

Article in Dagens Industri: This is how Stockholm-...

Date 09/06/19

The New Path to Better Edge AI Applications

Date 07/01/19

Edge Computing in Modern Agriculture

Date 04/07/19

Our Top 3 Highlights from Hannover Messe 2019

Date 03/26/19

The Way You Collect Data Can Make or Break Your Ne...

Date 03/23/18

AI Research and AI Safety

Date 03/11/18

What is Edge AI?

Date 01/30/18

Imagimob and Autoliv demo at CES 2018

Date 05/24/17

Wearing Intelligence On Your Sleeve

LOAD MORE keyboard_arrow_down