TY - GEN
T1 - A Visual Marker based Image Annotation Tool with Projective Transformation
AU - Sun, Haitian
AU - You, Mengbo
AU - Zhang, Chao
AU - Akashi, Takuya
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/10/17
Y1 - 2018/10/17
N2 - Although template matching has been studied for decades, difficult problems still exist, such as template matching with projective transformation. Projective template matching is challenging not only because of its own hardness, but also owing to the high cost in creating ground truths. Focusing on the problem in creating ground truths, in this paper, we propose a novel method to automatically create ground truth by augmented reality (AR) technology. Specifically, when creating dataset, around each target image we attach AR markers. Then we shoot videos containing target image with the markers from different angles and backgrounds. Finally we locate the target images by detecting the markers. We evaluate our method by deviation, intersection over union (IoU), and necessary correction rate, indicating that our method is available.
AB - Although template matching has been studied for decades, difficult problems still exist, such as template matching with projective transformation. Projective template matching is challenging not only because of its own hardness, but also owing to the high cost in creating ground truths. Focusing on the problem in creating ground truths, in this paper, we propose a novel method to automatically create ground truth by augmented reality (AR) technology. Specifically, when creating dataset, around each target image we attach AR markers. Then we shoot videos containing target image with the markers from different angles and backgrounds. Finally we locate the target images by detecting the markers. We evaluate our method by deviation, intersection over union (IoU), and necessary correction rate, indicating that our method is available.
KW - AR marker
KW - automatic annotation
KW - ground truth creation
KW - template matching
UR - http://www.scopus.com/inward/record.url?scp=85057152718&partnerID=8YFLogxK
U2 - 10.1109/MECATRONICS.2018.8495744
DO - 10.1109/MECATRONICS.2018.8495744
M3 - 会議への寄与
AN - SCOPUS:85057152718
T3 - Proceedings - 2018 12th France-Japan and 10th Europe-Asia Congress on Mechatronics, Mecatronics 2018
SP - 61
EP - 66
BT - Proceedings - 2018 12th France-Japan and 10th Europe-Asia Congress on Mechatronics, Mecatronics 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 12th France-Japan and 10th Europe-Asia Congress on Mechatronics, Mecatronics 2018
Y2 - 10 September 2018 through 12 September 2018
ER -
