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author:

Wang, Shaoan (Wang, Shaoan.) [1] | Xin, Zhanhua (Xin, Zhanhua.) [2] | Hu, Yaoqing (Hu, Yaoqing.) [3] | Li, Dongyue (Li, Dongyue.) [4] | Zhu, Mingzhu (Zhu, Mingzhu.) [5] (Scholars:朱明珠) | Yu, Junzhi (Yu, Junzhi.) [6]

Indexed by:

EI Scopus SCIE

Abstract:

The event camera, a bio-inspired asynchronous triggered camera, offers promising prospects for fusion with frame-based cameras owing to its low latency and high dynamic range. However, calibrating stereo vision systems that incorporate both event- and frame-based cameras remains a significant challenge. In this letter, we present EF-Calib, a spatiotemporal calibration framework for event- and frame-based cameras using continuous-time trajectories. A novel calibration pattern applicable to both camera types and the corresponding event recognition algorithm are proposed. Leveraging the asynchronous nature of events, a derivable piece-wise B-spline to represent camera pose continuously is introduced, enabling calibration for intrinsic parameters, extrinsic parameters, and time offset, with analytical Jacobians provided. Various experiments are carried out to evaluate the calibration performance of EF-Calib, including calibration experiments for intrinsic parameters, extrinsic parameters, and time offset. Experimental results demonstrate that EF-Calib outperforms current methods by achieving the most accurate intrinsic parameters, comparable accuracy in extrinsic parameters to frame-based method, and precise time offset estimation. EF-Calib provides a convenient and accurate toolbox for calibrating the system that fuses events and frames.

Keyword:

Accuracy Calibration Calibration and identification Cameras event camera Lighting Pattern recognition Robot vision systems sensor fusion spatiotemporal calibration Spatiotemporal phenomena Splines (mathematics) Synchronization Trajectory

Community:

  • [ 1 ] [Wang, Shaoan]Peking Univ, Coll Engn, Dept Adv Mfg & Robot, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China
  • [ 2 ] [Xin, Zhanhua]Peking Univ, Coll Engn, Dept Adv Mfg & Robot, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China
  • [ 3 ] [Hu, Yaoqing]Peking Univ, Coll Engn, Dept Adv Mfg & Robot, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China
  • [ 4 ] [Li, Dongyue]Peking Univ, Coll Engn, Dept Adv Mfg & Robot, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China
  • [ 5 ] [Yu, Junzhi]Peking Univ, Coll Engn, Dept Adv Mfg & Robot, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China
  • [ 6 ] [Zhu, Mingzhu]Fuzhou Univ, Dept Mech Engn, Fuzhou 350000, Peoples R China

Reprint 's Address:

  • [Yu, Junzhi]Peking Univ, Coll Engn, Dept Adv Mfg & Robot, State Key Lab Turbulence & Complex Syst, Beijing 100871, Peoples R China;;

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Source :

IEEE ROBOTICS AND AUTOMATION LETTERS

ISSN: 2377-3766

Year: 2024

Issue: 11

Volume: 9

Page: 10280-10287

4 . 6 0 0

JCR@2023

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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