TY - GEN
T1 - AI Based Object Recognition Performance between General Camera and Omnidirectional Camera Images
AU - Kaneda, Shota
AU - Premachandra, Chinthaka
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - In this paper, we present a comparison of the accuracies of AI-based object recognition using a general camera and an omnidirectional camera. Recently, with the improvement in machine learning technology, there has been significant research related to the detection and classification of objects from images and videos. In this field, it is common to use horizontal images and videos. However, omnidirectional cameras, which can acquire information from the entire surrounding area, are becoming popular in addition to general cameras. Although there are some studies on object recognition using these cameras, almost no studies have focused on comparisons between object recognition using general and omnidirectional cameras. Therefore, in this study, we compared the recognition rate of object recognition using the YOLO algorithm on both general and omnidirectional images taken in the same environment.
AB - In this paper, we present a comparison of the accuracies of AI-based object recognition using a general camera and an omnidirectional camera. Recently, with the improvement in machine learning technology, there has been significant research related to the detection and classification of objects from images and videos. In this field, it is common to use horizontal images and videos. However, omnidirectional cameras, which can acquire information from the entire surrounding area, are becoming popular in addition to general cameras. Although there are some studies on object recognition using these cameras, almost no studies have focused on comparisons between object recognition using general and omnidirectional cameras. Therefore, in this study, we compared the recognition rate of object recognition using the YOLO algorithm on both general and omnidirectional images taken in the same environment.
KW - Machine learning
KW - Object detection
KW - Omnidirectional camera
KW - Recognition comparison
KW - YOLO
UR - http://www.scopus.com/inward/record.url?scp=85134058551&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85134058551&partnerID=8YFLogxK
U2 - 10.1109/ICIPRob54042.2022.9798740
DO - 10.1109/ICIPRob54042.2022.9798740
M3 - Conference contribution
AN - SCOPUS:85134058551
T3 - 2022 2nd International Conference on Image Processing and Robotics, ICIPRob 2022
BT - 2022 2nd International Conference on Image Processing and Robotics, ICIPRob 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Conference on Image Processing and Robotics, ICIPRob 2022
Y2 - 12 March 2022 through 13 March 2022
ER -