|
|
|
| Comparison and Analysis of Object Detection Algorithm Based on Dynamic Vision Sensor |
| QIU Zhongyu， ZHAO Wenlong， GAO Wen， PAN Hongtao， SHI Randong |
| Shanghai Electro-Mechanical Engineering Institute， Shanghai 201109， China |
|
|
|
|
Abstract Dynamic vision sensors, with microsecond-level time resolution and low-delay characteristic, have a great application value in the challenging scenarios with high speed and high dynamic range. In order to compare the differences of the different detection algorithms in event detection, the integral model and Leaky Surface model are used to handle the output events. In addition, two kinds of event-based object detection algorithms are listed, that is, event-based feature detection algorithm and event-based convolutional neural networks (CNN) detection algorithm. By means of object detection for MINST-DVS and POKER-DVS event dataset, the detection accuracy of the two algorithms is compared, and the advantage of event-based deep learning detection algorithm in multi-target and high-speed scenarios is verified .
|
|
Received: 27 September 2021
Published: 24 December 2021
|
|
|
|
|
|
| [1] |
XIA Qinqin, LUO Yongjie, WANG Rongmao, ZOU Yao, LUO Huanhuan, LI Jincan, ZHOU Niancheng, WANG Qianggang. Source-Load Matching Analysis and Optimal Planning of Wind-Solar-Thermal Coupled System Considering Renewable Energy Ramps[J]. Journal of Shanghai Jiao Tong University, 2024, 58(1): 69-81. |
| [2] |
ZHANG Xiaoyu, DU Xiangrun, ZHANG Jialiang, TAN Panlong, YANG Shibo. Research on Infrared Image Object Detection Method Based on Deformable DETR[J]. Air & Space Defense, 2024, 7(1): 16-23. |
| [3] |
ZHAN Ke, ZHU Renchuan. A CNN-LSTM Ship Motion Extreme Value Prediction Model[J]. Journal of Shanghai Jiao Tong University, 2023, 57(8): 963-971. |
| [4] |
WU Xingl(武星), ZHANG Qingfeng(张庆丰), WANG Jianjia(王健嘉), YAO Junfeng(姚骏峰), Guo Yike.(郭毅可). Multiple Detection Model Fusion Framework for Printed Circuit Board Defect Detection[J]. J Shanghai Jiaotong Univ Sci, 2023, 28(6): 717-727. |
| [5] |
LI Qing, HUANGFU Yubin, LI Jiangyun, YANG Zhifang, CHEN Peng, WANG Zihan. UConvTrans:A Dual-Flow Cardiac Image Segmentation Network by Global and Local Information Integration[J]. Journal of Shanghai Jiao Tong University, 2023, 57(5): 570-581. |
| [6] |
WAN Anping, YANG Jie, MIAO Xu, CHEN Ting, ZUO Qiang, LI Ke. Boiler Load Forecasting of CHP Plant Based on Attention Mechanism and Deep Neural Network[J]. Journal of Shanghai Jiao Tong University, 2023, 57(3): 316-325. |
| [7] |
LI Xinlong, RAN Yan, ZHANG Genbao, HE Yan. Sequential Preventive Maintenance Strategy Considering Difference of Maintenance Effect[J]. Journal of Shanghai Jiao Tong University, 2023, 57(11): 1522-1530. |
| [8] |
LIU Jiahe, HU Pengwei, CHENG Hailong. Research on Condition-Based Maintenance of Complex System Based on Performance Degradation[J]. Air & Space Defense, 2023, 6(1): 56-62. |
| [9] |
ZENG Guozhi, WEI Ziqing, YUE Bao, DING Yunxiao, ZHENG Chunyuan, ZHAI Xiaoqiang. Energy Consumption Prediction of Office Buildings Based on CNN-RNN Combined Model[J]. Journal of Shanghai Jiao Tong University, 2022, 56(9): 1256-1261. |
| [10] |
ZHANG Suhuan (张素焕), ZHANG Junfeng∗ (张俊锋), LI Shuo (李烁), YU Shanen (余善恩). Event-Triggered Control of Positive Semi-Markovian Jump Systems Without/with Input Saturation[J]. J Shanghai Jiaotong Univ Sci, 2022, 27(5): 723-736. |
| [11] |
ZHAO Yong, SU Dan. Rogue Wave Prediction Based on Four Combined Long Short-Term Memory Neural Network Models[J]. Journal of Shanghai Jiao Tong University, 2022, 56(4): 516-522. |
| [12] |
LU Guannan1 (卢冠男), WANG Mengling1∗ (王梦灵), FOX Tamara2,
JIANG Peng3 (蒋 鹏), JIANG Fusong3 (蒋伏松). Novel Indicators for Adverse Glycemic Events Detection Analysis Based on Continuous Glucose Monitoring Neural Network Predictive Models[J]. J Shanghai Jiaotong Univ Sci, 2022, 27(4): 498-504. |
| [13] |
WU Caiyu, (吴彩钰), SABOR Nabil, ZHOU Shihong, (周世鸿), WANG Min, (王 敏), YING Liang (应 亮), WANG Guoxing∗ (王国兴). Gram Matrix-Based Convolutional Neural Network for Biometric Identification Using Photoplethysmography Signal[J]. J Shanghai Jiaotong Univ Sci, 2022, 27(4): 463-472. |
| [14] |
YE Hongqing, SU Huade, ZHENG Meimei, XIA Tangbin. Joint Optimization of Replacement and Spare Parts Ordering with Dual Sourcing[J]. Journal of Shanghai Jiao Tong University, 2022, 56(10): 1359-1367. |
| [15] |
TUNG Hao (董昊), ZHENG Chao (郑超), MAO Xinsheng(毛新生), QIAN Dahong (钱大宏). Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network[J]. J Shanghai Jiaotong Univ Sci, 2022, 27(1): 55-69. |
|
|
|
|
2021, Vol. 4 
