Gabor filters for rotation invariant texture classification

RMS Porter; CN Canagarajah

doi:10.1109/ISCAS.1997.622026

Gabor filters for rotation invariant texture classification

RMS Porter, CN Canagarajah

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

13 Citations (Scopus)

574 Downloads (Pure)

Abstract

A Gabor filter based feature extraction scheme for texture classification is proposed. By using a novel set of circularly symmetric filters, rotation invariance is achieved. The scheme offers a high classification performance on textures at any orientation using both fewer features and a smaller area of analysis than most existing schemes. The performance of the scheme on noisy images is also investigated, demonstrating a high robustness to noise.

Translated title of the contribution	Gabor filters for rotation invariant texture classification
Original language	English
Title of host publication	Unknown
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Pages	1193 - 1196
Volume	2
ISBN (Print)	078033583X
DOIs	https://doi.org/10.1109/ISCAS.1997.622026
Publication status	Published - Jun 1997
Event	IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97) - Hong Kong, China Duration: 1 Jun 1997 → …

Conference

Conference	IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97)
Country/Territory	China
City	Hong Kong
Period	1/06/97 → …

Bibliographical note

Conference Proceedings/Title of Journal: ISCAS
Rose publication type: Conference contribution

Terms of use: Copyright © 1997 IEEE. Reprinted from IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97).

This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of the University of Bristol's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to [email protected].

By choosing to view this document, you agree to all provisions of the copyright laws protecting it.

Access to Document

10.1109/ISCAS.1997.622026

Porter IEEE ISCAS 1997Accepted author manuscript, 532 KB

http://hdl.handle.net/1983/1344

Handle.net

Persistent link

Cite this

@inproceedings{21a538dabf4c4b2d921ddca78d50eba3,

title = "Gabor filters for rotation invariant texture classification",

abstract = "A Gabor filter based feature extraction scheme for texture classification is proposed. By using a novel set of circularly symmetric filters, rotation invariance is achieved. The scheme offers a high classification performance on textures at any orientation using both fewer features and a smaller area of analysis than most existing schemes. The performance of the scheme on noisy images is also investigated, demonstrating a high robustness to noise.",

author = "RMS Porter and CN Canagarajah",

note = "Conference Proceedings/Title of Journal: ISCAS Rose publication type: Conference contribution Terms of use: Copyright {\textcopyright} 1997 IEEE. Reprinted from IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97). This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of the University of Bristol's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to [email protected]. By choosing to view this document, you agree to all provisions of the copyright laws protecting it. ; IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97) ; Conference date: 01-06-1997",

year = "1997",

month = jun,

doi = "10.1109/ISCAS.1997.622026",

language = "English",

isbn = "078033583X",

volume = "2",

pages = "1193 -- 1196",

booktitle = "Unknown",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

address = "United States",

}

TY - GEN

T1 - Gabor filters for rotation invariant texture classification

AU - Porter, RMS

AU - Canagarajah, CN

N1 - Conference Proceedings/Title of Journal: ISCAS Rose publication type: Conference contribution Terms of use: Copyright © 1997 IEEE. Reprinted from IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97). This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of the University of Bristol's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to [email protected]. By choosing to view this document, you agree to all provisions of the copyright laws protecting it.

PY - 1997/6

Y1 - 1997/6

N2 - A Gabor filter based feature extraction scheme for texture classification is proposed. By using a novel set of circularly symmetric filters, rotation invariance is achieved. The scheme offers a high classification performance on textures at any orientation using both fewer features and a smaller area of analysis than most existing schemes. The performance of the scheme on noisy images is also investigated, demonstrating a high robustness to noise.

AB - A Gabor filter based feature extraction scheme for texture classification is proposed. By using a novel set of circularly symmetric filters, rotation invariance is achieved. The scheme offers a high classification performance on textures at any orientation using both fewer features and a smaller area of analysis than most existing schemes. The performance of the scheme on noisy images is also investigated, demonstrating a high robustness to noise.

U2 - 10.1109/ISCAS.1997.622026

DO - 10.1109/ISCAS.1997.622026

M3 - Conference Contribution (Conference Proceeding)

SN - 078033583X

VL - 2

SP - 1193

EP - 1196

BT - Unknown

PB - Institute of Electrical and Electronics Engineers (IEEE)

T2 - IEEE International Symposium on Circuits and Systems, 1997 (ISCAS '97)

Y2 - 1 June 1997

ER -

Gabor filters for rotation invariant texture classification

Abstract

Conference

Bibliographical note

Access to Document

Handle.net

Fingerprint

Cite this