Paper Abstract and Keywords |
Presentation |
2019-02-20 13:00
A note on automatic malignant tumor candidate detection based on a 3D deep residual network with FDG-PET/CT images Zongyao Li, Ren Togo, Takahiro Ogawa, Kenji Hirata, Osamu Manabe, Tohru Shiga, Miki Haseyama (Hokkaido Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose a malignant tumor candidate detection method with FDG-PET/CT images. We design our network based on the residual architecture. The network can learn from the metabolic information provided by PET images and the anatomical information provided by CT images simultaneously. Our method achieved a sensitivity of 0.993 at a false positive rate of 20. The performance is acceptable for the preliminary candidate detection. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Medical image analysis / Tumor detection / PET/CT / Deep learning / / / / |
Reference Info. |
ITE Tech. Rep., vol. 43, no. 5, ME2019-58, pp. 311-314, Feb. 2019. |
Paper # |
ME2019-58 |
Date of Issue |
2019-02-12 (MMS, HI, ME, AIT) |
ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
Download PDF |
|
Conference Information |
Committee |
ME IEICE-IE IEICE-ITS MMS HI AIT |
Conference Date |
2019-02-19 - 2019-02-20 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Processing, etc. |
Paper Information |
Registration To |
ME |
Conference Code |
2019-02-ME-IE-ITS-MMS-HI-AIT |
Language |
English (Japanese title is available) |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A note on automatic malignant tumor candidate detection based on a 3D deep residual network with FDG-PET/CT images |
Sub Title (in English) |
|
Keyword(1) |
Medical image analysis |
Keyword(2) |
Tumor detection |
Keyword(3) |
PET/CT |
Keyword(4) |
Deep learning |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Zongyao Li |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Ren Togo |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Takahiro Ogawa |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Kenji Hirata |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
5th Author's Name |
Osamu Manabe |
5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
6th Author's Name |
Tohru Shiga |
6th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
7th Author's Name |
Miki Haseyama |
7th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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 |
() |
Speaker |
Author-1 |
Date Time |
2019-02-20 13:00:00 |
Presentation Time |
15 minutes |
Registration for |
ME |
Paper # |
MMS2019-36, HI2019-36, ME2019-58, AIT2019-36 |
Volume (vol) |
vol.43 |
Number (no) |
no.5 |
Page |
pp.311-314 |
#Pages |
4 |
Date of Issue |
2019-02-12 (MMS, HI, ME, AIT) |