Literature DB >> 28534774

A Fast Ellipse Detector Using Projective Invariant Pruning.

Qi Jia, Xin Fan, Zhongxuan Luo, Lianbo Song, Tie Qiu.   

Abstract

Detecting elliptical objects from an image is a central task in robot navigation and industrial diagnosis, where the detection time is always a critical issue. Existing methods are hardly applicable to these real-time scenarios of limited hardware resource due to the huge number of fragment candidates (edges or arcs) for fitting ellipse equations. In this paper, we present a fast algorithm detecting ellipses with high accuracy. The algorithm leverages a newly developed projective invariant to significantly prune the undesired candidates and to pick out elliptical ones. The invariant is able to reflect the intrinsic geometry of a planar curve, giving the value of -1 on any three collinear points and +1 for any six points on an ellipse. Thus, we apply the pruning and picking by simply comparing these binary values. Moreover, the calculation of the invariant only involves the determinant of a 3×3 matrix. Extensive experiments on three challenging data sets with 648 images demonstrate that our detector runs 20%-50% faster than the state-of-the-art algorithms with the comparable or higher precision.

Entities:  

Year:  2017        PMID: 28534774     DOI: 10.1109/TIP.2017.2704660

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  3 in total

1.  A Fast Circle Detection Algorithm Based on Information Compression.

Authors:  Yun Ou; Honggui Deng; Yang Liu; Zeyu Zhang; Xusheng Ruan; Qiguo Xu; Chengzuo Peng
Journal:  Sensors (Basel)       Date:  2022-09-25       Impact factor: 3.847

2.  Pre-processing by data augmentation for improved ellipse fitting.

Authors:  Pankaj Kumar; Erika R Belchamber; Stanley J Miklavcic
Journal:  PLoS One       Date:  2018-05-15       Impact factor: 3.240

3.  A Lightweight Leddar Optical Fusion Scanning System (FSS) for Canopy Foliage Monitoring.

Authors:  Zhouxin Xi; Christopher Hopkinson; Stewart B Rood; Celeste Barnes; Fang Xu; David Pearce; Emily Jones
Journal:  Sensors (Basel)       Date:  2019-09-12       Impact factor: 3.576

  3 in total

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