IEICE TRANSACTIONS on Information
Improving Hessian Matrix Detector for SURF
Summary :
An advanced interest point detector is proposed to improve the Hessian-Matrix based detector of the SURF algorithm. Round-like shapes are utilized as the filter shape to calculate of the Hessian determinant. Dxy can be acquired from approximate round areas, while the regions for computing Dyy or Dxx are designed with the consideration to symmetry and a balance of pixel number. Experimental results indicate that the proposed method has higher repeatability than the one used in SURF, especially in the aspects of rotation and viewpoint, due to the centrosymmetry of the proposed filter shapes. The results of image matching also show that more precision can be gained with the application of proposed detector.
- Publication
- IEICE TRANSACTIONS on Information Vol.E94-D No.4 pp.921-925
- Publication Date
- 2011/04/01
- Publicized
- Online ISSN
- 1745-1361
- DOI
- 10.1587/transinf.E94.D.921
- Type of Manuscript
- LETTER
- Category
- Pattern Recognition
Authors
Keyword
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Yitao CHI, Zhang XIONG, Qing CHANG, Chao LI, Hao SHENG, "Improving Hessian Matrix Detector for SURF" in IEICE TRANSACTIONS on Information,
vol. E94-D, no. 4, pp. 921-925, April 2011, doi: 10.1587/transinf.E94.D.921.
Abstract: An advanced interest point detector is proposed to improve the Hessian-Matrix based detector of the SURF algorithm. Round-like shapes are utilized as the filter shape to calculate of the Hessian determinant. Dxy can be acquired from approximate round areas, while the regions for computing Dyy or Dxx are designed with the consideration to symmetry and a balance of pixel number. Experimental results indicate that the proposed method has higher repeatability than the one used in SURF, especially in the aspects of rotation and viewpoint, due to the centrosymmetry of the proposed filter shapes. The results of image matching also show that more precision can be gained with the application of proposed detector.
URL: https://global.ieice.org/en_transactions/information/10.1587/transinf.E94.D.921/_p
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@ARTICLE{e94-d_4_921,
author={Yitao CHI, Zhang XIONG, Qing CHANG, Chao LI, Hao SHENG, },
journal={IEICE TRANSACTIONS on Information},
title={Improving Hessian Matrix Detector for SURF},
year={2011},
volume={E94-D},
number={4},
pages={921-925},
abstract={An advanced interest point detector is proposed to improve the Hessian-Matrix based detector of the SURF algorithm. Round-like shapes are utilized as the filter shape to calculate of the Hessian determinant. Dxy can be acquired from approximate round areas, while the regions for computing Dyy or Dxx are designed with the consideration to symmetry and a balance of pixel number. Experimental results indicate that the proposed method has higher repeatability than the one used in SURF, especially in the aspects of rotation and viewpoint, due to the centrosymmetry of the proposed filter shapes. The results of image matching also show that more precision can be gained with the application of proposed detector.},
keywords={},
doi={10.1587/transinf.E94.D.921},
ISSN={1745-1361},
month={April},}
Copy
TY - JOUR
TI - Improving Hessian Matrix Detector for SURF
T2 - IEICE TRANSACTIONS on Information
SP - 921
EP - 925
AU - Yitao CHI
AU - Zhang XIONG
AU - Qing CHANG
AU - Chao LI
AU - Hao SHENG
PY - 2011
DO - 10.1587/transinf.E94.D.921
JO - IEICE TRANSACTIONS on Information
SN - 1745-1361
VL - E94-D
IS - 4
JA - IEICE TRANSACTIONS on Information
Y1 - April 2011
AB - An advanced interest point detector is proposed to improve the Hessian-Matrix based detector of the SURF algorithm. Round-like shapes are utilized as the filter shape to calculate of the Hessian determinant. Dxy can be acquired from approximate round areas, while the regions for computing Dyy or Dxx are designed with the consideration to symmetry and a balance of pixel number. Experimental results indicate that the proposed method has higher repeatability than the one used in SURF, especially in the aspects of rotation and viewpoint, due to the centrosymmetry of the proposed filter shapes. The results of image matching also show that more precision can be gained with the application of proposed detector.
ER -
English
