基于Faster RCNN的生活垃圾智能识别 下载: 962次
文灿华, 李佳, 董雪. 基于Faster RCNN的生活垃圾智能识别[J]. 激光与光电子学进展, 2020, 57(20): 201014.
Canhua Wen, Jia Li, Xue Dong. Intelligent Domestic Garbage Recognition Based on Faster RCNN[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201014.
[1] GirshickR, DonahueJ, DarrellT, et al.Rich feature hierarchies for accurate object detection and semantic segmentation[C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, OH, USA.New York: IEEE Press, 2014: 580- 587.
[2] RedmonJ, DivvalaS, GirshickR, et al.You only look once: unified, real-time object detection[C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA. New York: IEEE Press, 2016: 779- 788.
[3] RedmonJ, FarhadiA. YOLO9000: better, faster, stronger[C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA. New York: IEEE Press, 2017: 6517- 6525.
[4] RedmonJ, Farhadi A. YOLOv3: an incremental improvement[EB/OL]. ( 2018-04-08)[2020-01-03]. https: ∥arxiv.org/abs/1804. 02767.
[5] LiuW, AnguelovD, ErhanD, et al. SSD: single shot multibox detector[C]∥European Conference on Computer Vision. Cham: Springer, 2016: 21- 37.
[6] Ren SQ, He KM, GirshickR, et al. ( 2015-06-04)[2020-01-03]. https: ∥arxiv.org/abs/1506. 01497.
[7] Chen ZH, Zou HB, Wang YB, et al.A vision-based robotic grasping system using deep learning for garbage sorting[C]∥2017 36th Chinese Control Conference (CCC), July 26-28, 2017, Dalian, China.New York: IEEE Press, 2017: 11223- 11226.
[8] MikamiK, ChenY, NakazawaJ, et al.DeepCounter: using deep learning to count garbage bags[C]∥2018 IEEE 24th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), August 28-31, 2018, Hakodate, Japan. New York: IEEE Press, 2018: 1- 10.
[9] Zhang P C, Zhao Q, Gao J, et al. Urban street cleanliness assessment using mobile edge computing and deep learning[J]. IEEE Access, 2019, 7: 63550-63563.
[11] He KM, GkioxariG, DollárP, et al.Mask R-CNN[C]∥2017 IEEE International Conference on Computer Vision (ICCV), October 22-29, 2017, Venice, Italy.New York: IEEE Press, 2017: 2980- 2988.
[12] SimonyanK, Zisserman A. Very deep convolutional networks for large-scale image recognition[EB/OL]. ( 2014-09-04)[2020-01-03]. https: ∥arxiv.org/abs/1409. 1556.
[13] He KM, Zhang XY, Ren SQ, et al.Deep residual learning for image recognition[C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA.New York: IEEE Press, 2016: 770- 778.
[14] Howard AG, Zhu ML, ChenB, et al. ( 2017-04-17)[2020-01-03]. https: ∥arxiv.org/abs/1704. 04861.
[15] Russakovsky O, Deng J, Su H, et al. ImageNet large scale visual recognition challenge[J]. International Journal of Computer Vision, 2015, 115(3): 211-252.
[16] Zeiler MD, FergusR. Visualizing and understanding convolutional networks[C]∥European Conference on Computer Vision. Cham: Springer, 2014: 818- 833.
文灿华, 李佳, 董雪. 基于Faster RCNN的生活垃圾智能识别[J]. 激光与光电子学进展, 2020, 57(20): 201014. Canhua Wen, Jia Li, Xue Dong. Intelligent Domestic Garbage Recognition Based on Faster RCNN[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201014.