Researching | A Person Detection Algorithm in Fisheye Images Based on Rotated Boxes

Acta Photonica Sinica, Volume. 50, Issue 10, 1010003(2021)

A Person Detection Algorithm in Fisheye Images Based on Rotated Boxes

Saiqiang ZHANG^1,2, Shaofeng SI^1,2, Bin LU^1,2, Qing LI^2、*, Benyao CHEN³, and Anxin RONG³

Author Affiliations

¹Institute of Microelectronics of the Chinese Academy of Sciences，Beijing 100029，China

²University of Chinese Academy of Sciences，Beijing 100049，China

³Huzhou Special Equipment Inspection Center，Huzhou，Zhejiang 313000，China

show less

Abstract Get PDF(in Chinese)

Figures&Tables (13)

References (23)

Paper Information

References(23)

[1] Hongli L LIN, Zhenzhen KONG, Weisheng WANG et al. Pedestrian detection in fish-eye images using deep learning: combine faster R-CNN with an effective cutting method, 55-59(2018).

[2] Y KUBO, T KITAGUCHI, J YAMAGUCHI. Human tracking using fisheye images, 2013-2017(2007).

[3] L MEINEL, M FINDEISEN, M HEß et al. Automated real-time surveillance for ambient assisted living using an omnidirectional camera, 396-399(2014).

[4] Ganfeng JIN. Person detection and tracking using fisheye images based on multi-feature fusion(2017).

[5] M AHMAD, I AHMED, K ULLAH et al. Person detection from overhead view: a survey. International Journal of Advanced Computer Science and Applications, 10, 567-577(2019).

[6] J REDMON, S DIVVALA, R GIRSHICK et al. You only look once: unified,real-Time object detection, 779-788(2016).

[7] Wei LIU, D ANGUELOV, D ERHAN et al. SSD:single shot multi box detector, 21-37(2016).

[8] Shaoqing REN, Kaiming HE, R GIRSHICK et al. Faster R-CNN: towards real-time object detection with region proposal networks. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).

[9] LAW Hei, Jia DENG. CornerNet: detecting objects as paired keypoints. International Journal of Computer Vision, 128, 642-656(2020).

[10] R SEIDEL, A APITZSCH, G HIRTZ. Improved person detection on omnidirectional images with non-maxima suppression(2019).

[11] Shengye LI, M TEZCAN, P ISHWAR et al. Supervised people counting using an overhead fisheye camera, 1-8(2019).

[12] Shengho CHIANG, Tsaipei WANG, Yifu CHEN. Efficient pedestrian detection in top-view fisheye images using compositions of perspective view patches. Image and Vision Computing, 105, 104069(2021).

[13] M TAMURA, S HORIGUCHI, T MURAKAMI. Omnidirectional pedestrian detection by rotation invariant training(2019).

[14] Zhihao DUAN, M TEZCAN, H NAKAMURA et al. RAPiD: rotation-aware people detection in overhead fisheye images, 2700-2709(2020).

[15] H REZATOFIGHI, N TSOI, J GWAK et al. Generalized intersection over union: a metric and a Loss for bounding box regression, 658-666(2019).

[16] Zhaohui ZHENG, Ping WANG, Wei LIU et al. Distance-IoU loss: faster and better learning for bounding box regression, 12993-13000(2020).

[17] Zili LIU, Tu ZHENG, Guodong XU et al. Training-time-friendly network for real-time object detection, 11685-11692(2020).

[18] Xingyi ZHOU, Dequan WANG, P KRÄHENBÜHL. Objects as points. arXiv preprint arXiv(2019).

[19] Zhi TIAN, Chunhua SHEN, Hao CHEN et al. FCOS: fully convolutional one-stage object detection, 9626-9635(2019).

[20] Tao KONG, Fuchun SUN, Huaping LIU et al. FoveaBox: beyond anchor-based object detector. arXiv preprint arXiv(2019).

[21] Yifan ZHANG, Weiqiang REN, Zhang ZHANG et al. Focal and efficient IOU loss for accurate bounding box regression. arXiv preprint arXiv(2021).

[22] Jiahui YU, Yuning JIANG, Zhangyang WANG et al. Unitbox: An advanced object detection network, 516-520(2016).

[23] Zhiming CHEN, Kean CHEN, Weiyao LI et al. PIoU loss: towards accurate oriented object detection in complex environments, 195-211(2020).

Tools

Get Citation

Copy Citation Text

Saiqiang ZHANG, Shaofeng SI, Bin LU, Qing LI, Benyao CHEN, Anxin RONG. A Person Detection Algorithm in Fisheye Images Based on Rotated Boxes[J]. Acta Photonica Sinica, 2021, 50(10): 1010003

Download Citation

EndNote(RIS)BibTex Plain Text

Set citation alerts for article

Save article for my favorites

Paper Information

Category:

Received: Jun. 30, 2021

Accepted: Aug. 18, 2021

Published Online: Nov. 3, 2021

The Author Email: LI Qing (liqing@ime.ac.cn)

DOI:10.3788/gzxb20215010.1010003

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology