IonQ Collaborates with Hyundai on a Quantum Machine Learning Application for Image Classification and 3D Object Detection
It’s no secret that as car corporations transfer in direction of autonomous and semi-autonomous autos a substantial improve in computational sophistication shall be required to make it occur. Although it’s unlikely that anybody shall be putting in a full-fledged quantum laptop inside a automotive for many many years, quantum computer systems nonetheless have a big potential in accelerating the coaching of a machine studying mannequin for varied automotive associated machine studying purposes. Training machine studying fashions is essentially the most computationally intensive exercise in machine studying. It consists of feeding the mannequin with a giant information set of potential conditions and utilizing refined algorithms to create mathematical fashions that can be utilized to acknowledge options in a picture.
Example of a Neural Network that Can Distinguish a Cat versus a Dog in a Picture
IonQ’s newest challenge with Hyundai is to make use of their Aria quantum laptop to assist create a machine studying mannequin for use in classifying 43 forms of highway indicators that will be frequent in mobility conditions. Although the coaching of the mannequin wouldn’t happen within the car, as soon as the mannequin is created utilizing it may very well be carried out with an on-board classical laptop that receives enter from an on-board digital camera and determines if any of the highway indicators are current within the picture.
The preliminary section of this system shall be to make use of IonQ’s Aria processor to create a mannequin and then take it to Hyundai’s take a look at setting and simulate varied real-world situations. Longer time period actions might embrace increasing the analysis to incorporate extra common 3D object detection in order that the system can acknowledge pedestrians or cyclists. For this challenge, IonQ shall be utilizing a breakthrough algorithm for encoding photos into quantum states.
This is the second challenge involving quantum computing that IonQ has introduced with Hyundai this yr. In January, they introduced a examine to look at the usage of quantum computing for discovering improved battery chemistry. IonQ’s information launch asserting this new quantum machine studying challenge with Hyundai could be accessed right here.
April 19, 2022
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