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Audio Classification

Overview

When you use Infineon¡¯s Machine Learning solutions for Audio Classification you get low-latency, low power consumption solutions with memory requirements small enough to fit on your MCU. With DEEPCRAFT? Edge AI software, XENSIV? MEMS microphones, and PSOC?, AURIX?, and TRAVEO? MCUs, Infineon can provide you a complete Audio Classification solution. In turn, these solutions enable consumers to enjoy smarter, more efficient products.

Benefits

  • High performance
  • Low-latency
  • Low power consumption
  • Small memory requirement
  • Robust and reliable
  • Flexible solutions

About

Applications

Audio Classification-based features can be added to your smart home or wearable devices, used for industrial or automotive applications, or utilized anywhere else a quick response is critical and low power is a must.

Here are some example applications for AI/Machine learning Audio Classification solutions:

Health

  • ?Add cough detection to a wearable to determine when the user is sick.
  • ?Add snore detection to wearables or smart home devices in bedrooms to detect snores, which can be a symptom of serious health issues.

Factory safety

  • Use factory alarm detection to send an alert to workers wearing protective ear or head gear that makes it keep them from hearing when alarms or sirens go off.

Traffic safety

  • Use siren detection in a wearable to keep pedestrian safe when fast-moving emergency vehicles are approaching.
  • Use siren detection in a car to alert drivers to an approaching emergency vehicle.

Pair siren detection with direction of arrival detection to add information about where an emergency vehicle is coming from.

Complete Solution

Leverage Infineon¡¯s software, MCUs and sensors for optimal, power-efficient Edge AI solutions for your devices.?

DEEPCRAFT? Edge AI software has a flexible offering that is able to meet the needs of customers who want to buy AI models off-the-shelf, create custom AI models or optimize existing models for the edge. XENSIV? MEMS microphones extend the benefits of lowest possible self-noise and lowest distortion to many applications. Together with Infineon¡¯s MCU portfolio, including high performance and low power compute, machine learning-enhanced PSOC? Edge, the portable PSOC? AI Evaluation Kit, PSOC? 6, AURIX?, and TRAVEO?, Infineon can provide you a complete Audio Classification solution.

Example health solution:

Deploy DEEPCRAFT? Ready Models for Snore Detection and Cough Detection onto a device with PSOC? Edge and a XENSIV? microphone for a wearable that can help determine the health of the user.

Audio Classification Models

DEEPCRAFT is Infineon¡¯s Edge AI software brand, and an important part of that offering is DEEPCRAFT Ready Models. These are complete, fully-tested, production-ready Edge AI models that are developed by our own expert Machine Learning engineers. DEEPCRAFT Ready Model customers don¡¯t need to do any machine learning development of their own, the models are available off-the-shelf, ready to be deployed into products and put on the market. New models are constantly in development, and today the following audio-based models are available:

  • DEEPCRAFT? Ready Model for Baby Cry Detection
  • DEEPCRAFT? Ready Model for Cough Detection
  • DEEPCRAFT? Ready Model for Direction of Arrival Detection (Audio)
  • DEEPCRAFT? Ready Model for Factory Alarm Detection
  • DEEPCRAFT? Ready Model for Siren Detection
  • DEEPCRAFT? Ready Model for Snore Detection

Applications

Audio Classification-based features can be added to your smart home or wearable devices, used for industrial or automotive applications, or utilized anywhere else a quick response is critical and low power is a must.

Here are some example applications for AI/Machine learning Audio Classification solutions:

Health

  • ?Add cough detection to a wearable to determine when the user is sick.
  • ?Add snore detection to wearables or smart home devices in bedrooms to detect snores, which can be a symptom of serious health issues.

Factory safety

  • Use factory alarm detection to send an alert to workers wearing protective ear or head gear that makes it keep them from hearing when alarms or sirens go off.

Traffic safety

  • Use siren detection in a wearable to keep pedestrian safe when fast-moving emergency vehicles are approaching.
  • Use siren detection in a car to alert drivers to an approaching emergency vehicle.

Pair siren detection with direction of arrival detection to add information about where an emergency vehicle is coming from.

Complete Solution

Leverage Infineon¡¯s software, MCUs and sensors for optimal, power-efficient Edge AI solutions for your devices.?

DEEPCRAFT? Edge AI software has a flexible offering that is able to meet the needs of customers who want to buy AI models off-the-shelf, create custom AI models or optimize existing models for the edge. XENSIV? MEMS microphones extend the benefits of lowest possible self-noise and lowest distortion to many applications. Together with Infineon¡¯s MCU portfolio, including high performance and low power compute, machine learning-enhanced PSOC? Edge, the portable PSOC? AI Evaluation Kit, PSOC? 6, AURIX?, and TRAVEO?, Infineon can provide you a complete Audio Classification solution.

Example health solution:

Deploy DEEPCRAFT? Ready Models for Snore Detection and Cough Detection onto a device with PSOC? Edge and a XENSIV? microphone for a wearable that can help determine the health of the user.

Audio Classification Models

DEEPCRAFT is Infineon¡¯s Edge AI software brand, and an important part of that offering is DEEPCRAFT Ready Models. These are complete, fully-tested, production-ready Edge AI models that are developed by our own expert Machine Learning engineers. DEEPCRAFT Ready Model customers don¡¯t need to do any machine learning development of their own, the models are available off-the-shelf, ready to be deployed into products and put on the market. New models are constantly in development, and today the following audio-based models are available:

  • DEEPCRAFT? Ready Model for Baby Cry Detection
  • DEEPCRAFT? Ready Model for Cough Detection
  • DEEPCRAFT? Ready Model for Direction of Arrival Detection (Audio)
  • DEEPCRAFT? Ready Model for Factory Alarm Detection
  • DEEPCRAFT? Ready Model for Siren Detection
  • DEEPCRAFT? Ready Model for Snore Detection

Design resources

Developer community

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