| Paper Abstract and Keywords |
| Presentation |
2016-08-26 15:20
Automated retinal blood vessel extraction based on black-hat transformation and high-order local autocorrelation
Yuji Hatanaka, Kazuki Samo, Kazunori Ogohara (Univ. Shiga Prefecture), Chisako Muramatsu (Gifu Univ.), Wataru Sunayama (Univ. Shiga Prefecture), Hiroshi Fujita (Gifu Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
An automated blood vessel extraction using high-order local autocorrelation (HLAC) on retinal images is presented. The blood vessels were enhanced by black-hat transformation as a pre-processing. One hundred five HLAC features were calculated in a black-hat filtered image, and they were inputted into a first layer of an artificial neural network (ANN). The output, a green component of the color retinal image, output values of three kinds of filter were then inputted into a second layer of ANN. Using DRIVE database, the area under the curve (AUC) based on ROC analysis was 0.960 as a result of our study. The result can be used for the blood vessels extraction. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Blood vessel extraction / High-order local autocorrelation / Hypertensive change / Retinal image / Segmentation / / / |
| Reference Info. |
ITE Tech. Rep., vol. 40, pp. 27-30, Aug. 2016. |
| Paper # |
|
| Date of Issue |
2016-08-19 (AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
AIT IIEEJ |
| Conference Date |
2016-08-26 - 2016-08-26 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
FUTURE UNIVERSITY HAKODATE |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
IIEEJ |
| Conference Code |
2016-08-AIT-IIEEJ |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Automated retinal blood vessel extraction based on black-hat transformation and high-order local autocorrelation |
| Sub Title (in English) |
|
| Keyword(1) |
Blood vessel extraction |
| Keyword(2) |
High-order local autocorrelation |
| Keyword(3) |
Hypertensive change |
| Keyword(4) |
Retinal image |
| Keyword(5) |
Segmentation |
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Yuji Hatanaka |
| 1st Author's Affiliation |
University of Shiga Prefecture (Univ. Shiga Prefecture) |
| 2nd Author's Name |
Kazuki Samo |
| 2nd Author's Affiliation |
University of Shiga Prefecture (Univ. Shiga Prefecture) |
| 3rd Author's Name |
Kazunori Ogohara |
| 3rd Author's Affiliation |
University of Shiga Prefecture (Univ. Shiga Prefecture) |
| 4th Author's Name |
Chisako Muramatsu |
| 4th Author's Affiliation |
Gifu University (Gifu Univ.) |
| 5th Author's Name |
Wataru Sunayama |
| 5th Author's Affiliation |
University of Shiga Prefecture (Univ. Shiga Prefecture) |
| 6th Author's Name |
Hiroshi Fujita |
| 6th Author's Affiliation |
Gifu University (Gifu Univ.) |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2016-08-26 15:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
IIEEJ |
| Paper # |
AIT2016-144 |
| Volume (vol) |
vol.40 |
| Number (no) |
no.27 |
| Page |
pp.27-30 |
| #Pages |
4 |
| Date of Issue |
2016-08-19 (AIT) |