Faculty Profiles - KAMIYA Tohru

Papers - KAMIYA Tohru

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Automatic identification of bone erosions in rheumatoid arthritis from hand radiographs based on deep convolutional neural network Reviewed

International Journal of Multimedia Tools and Applications 77 ( 9 ) 10921 - 10937 2018.05

Active contour model-based segmentation algorithm for medical robots recognition Reviewed

Journal of Multimedia Tools and Applications 77 ( 9 ) 10485 - 10500 2018.05

Detection of lung carcinoma with predominant ground-glass opacity on CT using temporal subtraction method Reviewed

European Radiology 28 ( 4 ) 1594 - 1599 2018.04

Brain Intelligence: Go beyond Artificial Intelligence Reviewed International journal

Lu H., Li Y., Chen M., Kim H., Serikawa S.

Mobile Networks and Applications 23 ( 2 ) 368 - 375 2018.04

Non-uniform de-Scattering and de-Blurring of Underwater Images Reviewed International journal

Li Y., Lu H., Li K.C., Kim H., Serikawa S.

Mobile Networks and Applications 23 ( 2 ) 352 - 362 2018.04

DCNNによる指骨CR画像からの骨粗しょう症の自動識別 Reviewed

畠野、村上、植村、陸、タン、金、青木

Medical Imaging Technology 36 ( 2 ) 90 - 95 2018.03

経時的差分像技術を用いたGGO陰影の強調表示法

金、近藤、陸、村上、寺澤、青木、平野、木戸

第10回呼吸機能イメージング研究会学術集会抄録集 45 - 45 2018.02

Detection of a specific moving object from head-mounted camera images Reviewed International journal

Ishitobi K., Tan J.K., Kim H., Ishikawa S.

SII 2017 - 2017 IEEE/SICE International Symposium on System Integration 2018-January 817 - 822 2018.02

Bone erosions detection on hand CR images based on DCNN Reviewed

357 - 360 2018.01

A unified action recognition framework Reviewed

he 23rd International Syposium on Artificial Lefe and Robotics 57 - 62 2018.01

Underwater Light Field Depth Map Restoration Using Deep Convolutional Neural Fields Reviewed International journal

Lu H., Li Y., Kim H., Serikawa S.

Studies in Computational Intelligence 752 305 - 312 2018.01

A Diffeomorphic Demons Approach to Statistical Shape Modeling Reviewed International journal

Li G., Wu J., Xiao Z., Lu H., Kim H.S., Ogunbona P.O.

Studies in Computational Intelligence 752 123 - 131 2018.01

Automatic identification of bone erosions in rheumatoid arthritis from hand radiographs based on deep convolutional neural network Reviewed International journal

Murakami S., Hatano K., Tan J., Kim H., Aoki T.

Multimedia Tools and Applications 77 ( 9 ) 10921 - 10937 2018.01

Automatic Identification of Osteoporosis from Phalanges Computed Radiography Images Based on Deep Convolutional Neural Network Reviewed

HATANO Kazuhiro, MURAKAMI Seiichi, UEMURA Tomoki, LU Huimin, TAN Joo Kooi, KIM Hyoungseop, AOKI Takatoshi

Medical Imaging Technology ( The Japanese Society of Medical Imaging Technology ) 36 ( 2 ) 90 - 95 2018.01

Authorship：Corresponding author Language：Japanese Publishing type：Research paper (scientific journal)

Osteoporosis is known as a disease of bone. Visual screening using Computed Radiography (CR) images is an effective method for osteoporosis; however, there are many diseases that exhibit similar state of low bone mass. In this paper, we propose an automatic identification method of osteoporosis from phalanges CR images. As the proposed method, we implement a classifier based on Deep Convolutional Neural Network (DCNN) to identify unknown CR images as normal or abnormal. For training and evaluating of DCNN, we use pseudo color images. The pseudo color images are generated by assigning three types of ROI to R, G, and B channels after extracting the ROI from inside the phalange region of the three kinds of images created from the CR image. In the experiment, we apply our proposal method to 101 cases and True Positive Rate of 75.5 [%] and False Positive Rate of 13.9 [%] were obtained.

DOI： 10.11409/mit.36.90

CiNii Article

CiNii Research

Other Link： https://ci.nii.ac.jp/naid/130006588793

Classification of osteoporosis from phalanges CR images based on DCNN Reviewed International journal

Hatano K., Murakami S., Lu H., Kooi Tan J., Kim H., Aoki T.

International Conference on Control, Automation and Systems 2017-October 1593 - 1596 2017.12

Image registration of vertebral region from CT images based on salient region feature Reviewed International journal

Sato S., Lu H., Tan J., Kim H., Murakami S., Ueno M., Terasawa T., Aoki T.

International Conference on Control, Automation and Systems 2017-October 1597 - 1600 2017.12

Image analysis of cleft lip from moire image based on symmetry analysis Reviewed International journal

Yamada S., Lu H., Tan J.K., Kim H., Kimura N., Okawachi T., Nozoe E., Nakamura N.

International Conference on Control, Automation and Systems 2017-October 1586 - 1589 2017.12

Extraction of spinal candidate region from a dental MR imaging Reviewed International journal

Suetani K., Lu H., Tan J., Kim H., Tanaka T., Kitou S., Morimoto Y.

International Conference on Control, Automation and Systems 2017-October 1601 - 1604 2017.12

Detection of lung nodules on temporal subtraction images Using 3D sparse coding Reviewed International journal

Tanaka T., Miyake N., Lu H., Tan J.K., Kim H., Murakami S., Aoki T., Hirano Y., Kido S.

International Conference on Control, Automation and Systems 2017-October 1455 - 1457 2017.12

Detection of abnormal candidate regions on temporal subtraction images based on DCNN Reviewed International journal

Nagao M., Miyake N., Yoshino Y., Lu H., Kooi Tan J., Kim H., Murakami S., Aoki T., Hirano Y., Kido S.

International Conference on Control, Automation and Systems 2017-October 1444 - 1448 2017.12

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Papers - KAMIYA Tohru