Bulletin of the American Physical Society
2023 APS March Meeting
Volume 68, Number 3
Las Vegas, Nevada (March 5-10)
Virtual (March 20-22); Time Zone: Pacific Time
Session D73: Quantum Machine Learning I
3:00 PM–5:48 PM,
Monday, March 6, 2023
Room: Room 405
Sponsoring
Unit:
DQI
Chair: Prasanna Date, Oak Ridge National Lab
Abstract: D73.00001 : Using Quantum Circuits with Convolutional Neural Networks for Multi-Object Detection and Classification
3:00 PM–3:12 PM
Presenter:
Mandeep Saggi
(Purdue University)
Authors:
Mandeep Saggi
(Purdue University)
Sabre Kais
(Purdue University)
In this paper, we propose a classical and quantum algorithm-based model with quantum circuits using publicly repository datasets such as object autonomous vehicles and traffic sign images for recognition, detection, and classification. Our results demonstrate notable performance with improved accuracy values after combining a quantum circuit with a convolutional neural network and can efficiently classify the multi-object in the image with a location bounding box. With image classification and object detection, we expect to see quantum machine learning become an even more integral part of developing novel transportation solutions and can discover innovative research areas where quantum computing can be a game-changer.
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