24 Region-Based Image Retrieval using Fuzzy Clustering
|
|
- りさこ しまむね
- 5 years ago
- Views:
Transcription
1 24 Region-Based Image Retrieval using Fuzzy Clustering
2 Visual-key Image Retrieval(VKIR) k-means Fuzzy C-means VKIR 5 18% 54% 7 30 Fuzzy C-means i
3 Abstract Region-Based Image Retrieval using Fuzzy Clustering Yohei Ono Region-based image retrieval for example visual-key image retrieval is one of important techniques for image retrieval without using keywords. In visual-key image retrieval data clustering is important. Data clustering is used for dividing all sub-images to several clusters which contain similar sub-images. However conventional VKIR uses k-means or Ward method which are so called hard clustering In this thesis we apply fuzzy clustering algorithm to classify sub-images to clusters Using fuzzy clustering sub-images which are ambiguous to classify specific cluster can be classified to all clusters with membership values. Therefore users sense can be reflect to the result of clustering and the precision of VKIR improves. The experimental result shows that the precision improves to 11% and recall improves to 24% while those of conventional method are 18% and 54% respectively key words Image Retrieval System Clustering Visual-Key Fuzzy C-means Fuzzy Clustering ii
4 Content-Based Image Retrieval(CBIR) Region-Based Image Retrieval(RBIR) k-means Ward c-means( ) iii
5 A 5 25 B 5 29 iv
6 1 Web Web Web PC Content-Based Image Retrieval(CBIR) Region-Based Image Retrieval(RBIR) RBIR Visual-key Image Retrieval(VKIR) k-means Ward VKIR Fuzzy C-means
7 2 20 VKIR 5 18% 54%
8 2 CBIR RBIR 2.1 Content-Based Image Retrieval(CBIR) Text-Based Image Retrieval(TBIR) Content based Image Retrieval(CBIR) CBIR 2.2 Region-Based Image Retrieval(RBIR) CBIR RBIR(Region-Based Image Retrieval) RBIR RBIR 3
9 2.3 RBIR
10 2.3 クラスタ 1 クラスタ
11 2.3 画像の分割 代表的な画像をビジュアルキーとして選定 類似している特徴ベクトル同士をクラスタ分別 Visual key1 Visual key (2 2 ) 6
12 [ ] 2. [ ] 7
13 2.4 Ward k-means k-means (k ) k 2 k-means k k k-means 8
14 Ward Ward Ward 2.3 9
15 2.5 c-means( ) 2.5 c-means( ) ( ) Fuzzy C-means(FCM) cluster fuzzy value total
16 k-mean Ward 0 1 ハードクラスタリング ファジィクラスタリング クラスタ1 クラスタ2 クラスタ3 クラスタ1 1 クラスタ1 0.5 クラスタ2 0 クラスタ2 0.5 クラスタ 1 0 クラスタ
17 3 3.1 id ( ) fvalue class 200 img 20% 12
18 Web Apache SQLite PHP Web Web SQLite Web Web 13
19 3.3 ユーザ (Web ブラウザ ) Web サーバ (Apache) 画像情報の通信 SQL 文インデックスの通信 データベース (Sqlite) PHP 画像情報の取得 ファイル 画像インデックス 画像データベース
20
21 4 DCT 4.1 ArtExplosion 10 (Agriculture Ballet Castles Flowers Food Landscape Panoramic Texas Water Wilderness)
22
23 = = (4.1) (4.2) (4.3) M.Serata k-means % 18% 24% 54% 18
24 検索精度の比較 平均適合率 平均再現率 k-means( 従来 ) Fuzzy C-means( 提案 ) k-means Fuzzy C-means 11% 18% 7% 24% 54% 30% k mean 7% 30% Fuzzy C-means
25
26 5 Region-Based Image Retrieval(RBIR) VKIR k-means Fuzzy C-means k-means 11% 24% Fuzzy C-means 18% 54% 7% 30% 30% 20% 21
27 4 3 22
28 23
29 [1] [2] M.Serata Y.Hatakeyama and K.Hirota Designing Image Retrieval System with the Concept of Visual Keys, Journal of Advanced Computational Intelligence and Intelligent Informatics vol. 10 no. 2 pp [3] K.Okamoto and S.Yoshida. DCT Domain Color Feature Extraction for Visual Key Image Retrieval, 22 pp
30 A 適 0.3 合 0.25 率 被験者 A 画像番号 A.1 A A % 25
31 0.6 被験者 B 適合 0.3 率 画像番号 A.2 B B 6 50% 10% 0.5 被験者 C 0.4 適合率 画像番号 A.3 C C
32 0.6 被験者 D 0.5 適合率 画像番号 A.4 D D D 適合率 被験者 E 画像番号 A.5 E E
33
34 B 5 再現率 被験者 A 画像番号 B.1 A A % 1 29
35 再現率 被験者 B 画像番号 B.2 B B % 30% 60% 1.0 被験者 C 0.8 再現率 画像番号 B.3 C C % 30
36 再現率 被験者 D 画像番号 B.4 D D % 再現率 被験者 E 画像番号 B.5 E E
37
(VKIR) VKIR VKIR DCT (R) (G) (B) Ward DCT i
24 Region-Based Image Retrieval using Color Histogram Feature 1130340 2013 3 1 (VKIR) VKIR VKIR DCT (R) (G) (B) 64 64 Ward 20 1 20 1 20. 5 10 2 DCT i Abstract Region-Based Image Retrieval using Color Histogram
More informationSobel Canny i
21 Edge Feature for Monochrome Image Retrieval 1100311 2010 3 1 3 3 2 2 7 200 Sobel Canny i Abstract Edge Feature for Monochrome Image Retrieval Naoto Suzue Content based image retrieval (CBIR) has been
More informationIT,, i
22 Retrieval support system using bookmarks that are shared in an organization 1110250 2011 3 17 IT,, i Abstract Retrieval support system using bookmarks that are shared in an organization Yoshihiko Komaki
More informationWeb Basic Web SAS-2 Web SAS-2 i
19 Development of moving image delivery system for elementary school 1080337 2008 3 10 Web Basic Web SAS-2 Web SAS-2 i Abstract Development of moving image delivery system for elementary school Ayuko INOUE
More information22 Google Trends Estimation of Stock Dealing Timing using Google Trends
22 Google Trends Estimation of Stock Dealing Timing using Google Trends 1135064 3 1 Google Trends Google Trends Google Google Google Trends Google Trends 2006 Google Google Trend i Abstract Estimation
More informationWeb Web Web Web i
28 Research of password manager using pattern lock and user certificate 1170369 2017 2 28 Web Web Web Web i Abstract Research of password manager using pattern lock and user certificate Takuya Mimoto In
More information,,,,., C Java,,.,,.,., ,,.,, i
24 Development of the programming s learning tool for children be derived from maze 1130353 2013 3 1 ,,,,., C Java,,.,,.,., 1 6 1 2.,,.,, i Abstract Development of the programming s learning tool for children
More information2reN-A14.dvi
340 30 1 SP2-N 2015 Onomatoperori : Ranking Cooking Recipes by using Onomatopoeias which Express their Tastes and Textures Chiemi Watanabe Satoshi Nakamura Graduate School of Systems and Information Engineering,
More information情報処理学会研究報告 IPSJ SIG Technical Report Vol.2013-CVIM-186 No /3/15 EMD 1,a) SIFT. SIFT Bag-of-keypoints. SIFT SIFT.. Earth Mover s Distance
EMD 1,a) 1 1 1 SIFT. SIFT Bag-of-keypoints. SIFT SIFT.. Earth Mover s Distance (EMD), Bag-of-keypoints,. Bag-of-keypoints, SIFT, EMD, A method of similar image retrieval system using EMD and SIFT Hoshiga
More information..,,,, , ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i
25 Feature Selection for Prediction of Stock Price Time Series 1140357 2014 2 28 ..,,,,. 2013 1 1 12 31, ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i Abstract Feature Selection for Prediction of Stock Price Time
More information1 1 tf-idf tf-idf i
14 A Method of Article Retrieval Utilizing Characteristics in Newspaper Articles 1055104 2003 1 31 1 1 tf-idf tf-idf i Abstract A Method of Article Retrieval Utilizing Characteristics in Newspaper Articles
More informationWeb Web Web Web Web, i
22 Web Research of a Web search support system based on individual sensitivity 1135117 2011 2 14 Web Web Web Web Web, i Abstract Research of a Web search support system based on individual sensitivity
More information17 Proposal of an Algorithm of Image Extraction and Research on Improvement of a Man-machine Interface of Food Intake Measuring System
1. (1) ( MMI ) 2. 3. MMI Personal Computer(PC) MMI PC 1 1 2 (%) (%) 100.0 95.2 100.0 80.1 2 % 31.3% 2 PC (3 ) (2) MMI 2 ( ),,,, 49,,p531-532,2005 ( ),,,,,2005,p66-p67,2005 17 Proposal of an Algorithm of
More informationMicrosoft Word - toyoshima-deim2011.doc
DEIM Forum 2011 E9-4 252-0882 5322 252-0882 5322 E-mail: t09651yt, sashiori, kiyoki @sfc.keio.ac.jp CBIR A Meaning Recognition System for Sign-Logo by Color-Shape-Based Similarity Computations for Images
More information, IT.,.,..,.. i
25 To construct the system that promote a interactive method as a knowledge acquisition 1140317 2014 2 28 , IT.,.,..,.. i Abstract To construct the system that promote a interactive method as a knowledge
More information7,, i
23 Research of the authentication method on the two dimensional code 1145111 2012 2 13 7,, i Abstract Research of the authentication method on the two dimensional code Karita Koichiro Recently, the two
More information1., 1 COOKPAD 2, Web.,,,,,,.,, [1]., 5.,, [2].,,.,.,, 5, [3].,,,.,, [4], 33,.,,.,,.. 2.,, 3.., 4., 5., ,. 1.,,., 2.,. 1,,
THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE.,, 464 8601 470 0393 101 464 8601 E-mail: matsunagah@murase.m.is.nagoya-u.ac.jp, {ide,murase,hirayama}@is.nagoya-u.ac.jp,
More informationkut-paper-template2.dvi
19 A Proposal of Text Classification using Formal Concept Analysis 1080418 2008 3 7 ( ) Hasse Web Reuters 21578 Concept Explorer 2 4 said i Abstract A Proposal of Text Classification using Formal Concept
More informationDEIM Forum 2009 E
DEIM Forum 2009 E5-3 464-8601 1 606-8501 464 8601 1 E-mail: lifushi@arch.itc.nagoya-u.ac.jp, mayumi@mm.media.kyoto-u.ac.jp, {hirano,kajita,mase}@itc.nagoya-u.ac.jp Abstract Study on a Recipe Recommendation
More informationStudies of Foot Form for Footwear Design (Part 9) : Characteristics of the Foot Form of Young and Elder Women Based on their Sizes of Ball Joint Girth
Studies of Foot Form for Footwear Design (Part 9) : Characteristics of the Foot Form of Young and Elder Women Based on their Sizes of Ball Joint Girth and Foot Breadth Akiko Yamamoto Fukuoka Women's University,
More informationpaper.dvi
23 Study on character extraction from a picture using a gradient-based feature 1120227 2012 3 1 Google Street View Google Street View SIFT 3 SIFT 3 y -80 80-50 30 SIFT i Abstract Study on character extraction
More information2 ( ) i
25 Study on Rating System in Multi-player Games with Imperfect Information 1165069 2014 2 28 2 ( ) i ii Abstract Study on Rating System in Multi-player Games with Imperfect Information Shigehiko MORITA
More informationn 2 n (Dynamic Programming : DP) (Genetic Algorithm : GA) 2 i
15 Comparison and Evaluation of Dynamic Programming and Genetic Algorithm for a Knapsack Problem 1040277 2004 2 25 n 2 n (Dynamic Programming : DP) (Genetic Algorithm : GA) 2 i Abstract Comparison and
More information28 Horizontal angle correction using straight line detection in an equirectangular image
28 Horizontal angle correction using straight line detection in an equirectangular image 1170283 2017 3 1 2 i Abstract Horizontal angle correction using straight line detection in an equirectangular image
More informationWeb Stamps 96 KJ Stamps Web Vol 8, No 1, 2004
The Journal of the Japan Academy of Nursing Administration and Policies Vol 8, No 1, pp 43 _ 57, 2004 The Literature Review of the Japanese Nurses Job Satisfaction Research Which the Stamps-Ozaki Scale
More information1 Web [2] Web [3] [4] [5], [6] [7] [8] S.W. [9] 3. MeetingShelf Web MeetingShelf MeetingShelf (1) (2) (3) (4) (5) Web MeetingShelf
1,a) 2,b) 4,c) 3,d) 4,e) Web A Review Supporting System for Whiteboard Logging Movies Based on Notes Timeline Taniguchi Yoshihide 1,a) Horiguchi Satoshi 2,b) Inoue Akifumi 4,c) Igaki Hiroshi 3,d) Hoshi
More informationkut-paper-template.dvi
14 Application of Automatic Text Summarization for Question Answering System 1030260 2003 2 12 Prassie Posum Prassie Prassie i Abstract Application of Automatic Text Summarization for Question Answering
More informationsoturon.dvi
12 Exploration Method of Various Routes with Genetic Algorithm 1010369 2001 2 5 ( Genetic Algorithm: GA ) GA 2 3 Dijkstra Dijkstra i Abstract Exploration Method of Various Routes with Genetic Algorithm
More informationWebRTC P2P Web Proxy P2P Web Proxy WebRTC WebRTC Web, HTTP, WebRTC, P2P i
26 WebRTC The data distribution system using browser cache sharing and WebRTC 1150361 2015/02/27 WebRTC P2P Web Proxy P2P Web Proxy WebRTC WebRTC Web, HTTP, WebRTC, P2P i Abstract The data distribution
More informationkut-paper-template.dvi
26 Discrimination of abnormal breath sound by using the features of breath sound 1150313 ,,,,,,,,,,,,, i Abstract Discrimination of abnormal breath sound by using the features of breath sound SATO Ryo
More information28 TCG SURF Card recognition using SURF in TCG play video
28 TCG SURF Card recognition using SURF in TCG play video 1170374 2017 3 2 TCG SURF TCG TCG OCG SURF Bof 20 20 30 10 1 SURF Bag of features i Abstract Card recognition using SURF in TCG play video Haruka
More information25 Removal of the fricative sounds that occur in the electronic stethoscope
25 Removal of the fricative sounds that occur in the electronic stethoscope 1140311 2014 3 7 ,.,.,.,.,.,.,.,,.,.,.,.,,. i Abstract Removal of the fricative sounds that occur in the electronic stethoscope
More informationIPSJ SIG Technical Report Vol.2011-MUS-91 No /7/ , 3 1 Design and Implementation on a System for Learning Songs by Presenting Musical St
1 2 1, 3 1 Design and Implementation on a System for Learning Songs by Presenting Musical Structures based on Phrase Similarity Yuma Ito, 1 Yoshinari Takegawa, 2 Tsutomu Terada 1, 3 and Masahiko Tsukamoto
More informationWebRTC P2P,. Web,. WebRTC. WebRTC, P2P, i
28 WebRTC Design of multi-platform file sharing system using WebRTC 1170336 2017 2 28 WebRTC P2P,. Web,. WebRTC. WebRTC, P2P, i Abstract Design of multi-platform file sharing system using WebRTC Harumi
More informationSOM SOM(Self-Organizing Maps) SOM SOM SOM SOM SOM SOM i
20 SOM Development of Syllabus Vsualization System using Spherical Self-Organizing Maps 1090366 2009 3 5 SOM SOM(Self-Organizing Maps) SOM SOM SOM SOM SOM SOM i Abstract Development of Syllabus Vsualization
More information20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow
20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow 1115084 2009 3 5 3.,,,.., HCI(Human Computer Interaction),.,,.,,.,.,,..,. i Abstract Method for Recognizing Expression Considering
More information(Visual Secret Sharing Scheme) VSSS VSSS 3 i
13 A Visual Secret Sharing Scheme for Continuous Color Images 10066 14 8 (Visual Secret Sharing Scheme) VSSS VSSS 3 i Abstract A Visual Secret Sharing Scheme for Continuous Color Images Tomoe Ogawa The
More informationVirtual Window System Virtual Window System Virtual Window System Virtual Window System Virtual Window System Virtual Window System Social Networking
23 An attribute expression of the virtual window system communicators 1120265 2012 3 1 Virtual Window System Virtual Window System Virtual Window System Virtual Window System Virtual Window System Virtual
More information,,.,.,,.,.,.,.,,.,..,,,, i
22 A person recognition using color information 1110372 2011 2 13 ,,.,.,,.,.,.,.,,.,..,,,, i Abstract A person recognition using color information Tatsumo HOJI Recently, for the purpose of collection of
More information3_23.dvi
Vol. 52 No. 3 1234 1244 (Mar. 2011) 1 1 mixi 1 Casual Scheduling Management and Shared System Using Avatar Takashi Yoshino 1 and Takayuki Yamano 1 Conventional scheduling management and shared systems
More information258 5) GPS 1 GPS 6) GPS DP 7) 8) 10) GPS GPS 2 3 4 5 2. 2.1 3 1) GPS Global Positioning System
Vol. 52 No. 1 257 268 (Jan. 2011) 1 2, 1 1 measurement. In this paper, a dynamic road map making system is proposed. The proposition system uses probe-cars which has an in-vehicle camera and a GPS receiver.
More information2 122
32 2008 pp. 121 133 1 Received November 4, 2008 The aim of this paper is to clarify some profound changes in the language used in the visual media, especially in TV news programs in Japan, and show what
More information大学における原価計算教育の現状と課題
1 1.1 1.2 1.3 2 2.1 2.2 3 3.1 3.2 3.3 2014a 50 ABC Activity Based Costing LCC Lifecycle Costing MFCA Material Flow Cost Accounting 2 2 2016 9 1 2 3 2014b 2005 2014b 2000 1 2 1962 5 1 3 2 3 4 5 50 2012
More information高 齢 者 のためのスマートフォンを 利 用 した 物 の 保 管 場 Title 所 登 録 検 索 アプリケーション Author(s) 竹 澤, 見 江 子 Citation Issue Date 2012-03-25 URL http://hdl.handle.net/10748/5582 DOI Rights Type Thesis or Dissertation Textversion
More information,,,,,,,,,,,,,,,,,,, 976%, i
20 Individual Recognition using positions of facial parts 1115081 2009 3 5 ,,,,,,,,,,,,,,,,,,, 976%, i Abstract Individual Recognition using positions of facial parts YOSHIHIRO Arisawa A facial recognition
More information日本看護管理学会誌15-2
The Journal of the Japan Academy of Nursing Administration and Policies Vol. 15, No. 2, PP 135-146, 2011 Differences between Expectations and Experiences of Experienced Nurses Entering a New Work Environment
More information4.1 % 7.5 %
2018 (412837) 4.1 % 7.5 % Abstract Recently, various methods for improving computial performance have been proposed. One of these various methods is Multi-core. Multi-core can execute processes in parallel
More informationWeb ( ) [1] Web Shibboleth SSO Web SSO Web Web Shibboleth SAML IdP(Identity Provider) Web Web (SP:ServiceProvider) ( ) IdP Web Web MRA(Mail Retrieval
SAML PAM SSO Web 1,a) 1 1 1 Shibboleth SAML Web IMAPS Web SAML PAM IMAPS SSO Web Shibboleth Web SSO, Shibboleth, SAML, Web, Web-based mail system with SSO authentication through SAML supporting PAM Makoto
More informationPC PDA SMTP/POP3 1 POP3 SMTP MUA MUA MUA i
21 The private mailers synchronization operation for plural terminals 1125083 2010 3 1 PC PDA SMTP/POP3 1 POP3 SMTP MUA MUA MUA i Abstract The private mailers synchronization operation for plural terminals
More information塗装深み感の要因解析
17 Analysis of Factors for Paint Depth Feeling Takashi Wada, Mikiko Kawasumi, Taka-aki Suzuki ( ) ( ) ( ) The appearance and quality of objects are controlled by paint coatings on the surfaces of the objects.
More informationTHE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE.
THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE. E-mail: {ytamura,takai,tkato,tm}@vision.kuee.kyoto-u.ac.jp Abstract Current Wave Pattern Analysis for Anomaly
More information25 fmri A study of discrimination of musical harmony using brain activity obtained by fmri
25 fmri A study of discrimination of musical harmony using brain activity obtained by fmri 1140359 2014 2 28 fmri fmri BCI(Brain Computer Interface) 6 (C C# D D# E F) 6 (Cm C#m Dm D#m Em Fm) 12 fmri fmri
More information21 e-learning Development of Real-time Learner Detection System for e-learning
21 e-learning Development of Real-time Learner Detection System for e-learning 1100349 2010 3 1 e-learning WBT (Web Based training) e-learning LMS (Learning Management System) LMS WBT e-learning e-learning
More information2 : Open Clip Art Library [4] 2 3 4 5 6 2. 2 2. 1 Microsoft Office PowerPoint Web PowerPoint 2 Yahoo! Web [5] SlideShare 2. 1. 1 Yahoo! Web Yahoo! Web
DEWS2008 E4-4 606-8501 E-mail: {hsato,oyama,tanaka}@dl.kuis.kyoto-u.ac.jp.. Supporting the Selection of Images Based on Referential Semantics from Surrounding Information of the Image in Presentation Files
More informationDEIM Forum 2009 C8-4 QA NTT QA QA QA 2 QA Abstract Questions Recomme
DEIM Forum 2009 C8-4 QA NTT 239 0847 1 1 E-mail: {kabutoya.yutaka,kawashima.harumi,fujimura.ko}@lab.ntt.co.jp QA QA QA 2 QA Abstract Questions Recommendation Based on Evolution Patterns of a QA Community
More information26 Development of Learning Support System for Fixation of Basketball Shoot Form
26 Development of Learning Support System for Fixation of Basketball Shoot Form 1175094 ,.,,.,,.,,.,,,.,,,,.,,,.,,,,, Kinect i Abstract Development of Learning Support System for Fixation of Basketball
More information29 jjencode JavaScript
Kochi University of Technology Aca Title jjencode で難読化された JavaScript の検知 Author(s) 中村, 弘亮 Citation Date of 2018-03 issue URL http://hdl.handle.net/10173/1975 Rights Text version author Kochi, JAPAN http://kutarr.lib.kochi-tech.ac.jp/dspa
More information44 4 I (1) ( ) (10 15 ) ( 17 ) ( 3 1 ) (2)
(1) I 44 II 45 III 47 IV 52 44 4 I (1) ( ) 1945 8 9 (10 15 ) ( 17 ) ( 3 1 ) (2) 45 II 1 (3) 511 ( 451 1 ) ( ) 365 1 2 512 1 2 365 1 2 363 2 ( ) 3 ( ) ( 451 2 ( 314 1 ) ( 339 1 4 ) 337 2 3 ) 363 (4) 46
More informationi ii i iii iv 1 3 3 10 14 17 17 18 22 23 28 29 31 36 37 39 40 43 48 59 70 75 75 77 90 95 102 107 109 110 118 125 128 130 132 134 48 43 43 51 52 61 61 64 62 124 70 58 3 10 17 29 78 82 85 102 95 109 iii
More informationIPSJ SIG Technical Report Vol.2014-HCI-158 No /5/22 1,a) 2 2 3,b) Development of visualization technique expressing rainfall changing conditions
1,a) 2 2 3,b) Development of visualization technique expressing rainfall changing conditions with a still picture Yuuki Hyougo 1,a) Hiroko Suzuki 2 Tadanobu Furukawa 2 Kazuo Misue 3,b) Abstract: In order
More information07_伊藤由香_様.indd
A 1 A A 4 1 85 14 A 2 2006 A B 2 A 3 4 86 3 4 2 1 87 14 1 1 A 2010 2010 3 5 2 1 15 1 15 20 2010 88 2 3 5 2 1 2010 14 2011 15 4 1 3 1 3 15 3 16 3 1 6 COP10 89 14 4 1 7 1 2 3 4 5 1 2 3 3 5 90 4 1 3 300 5
More informationID 3) 9 4) 5) ID 2 ID 2 ID 2 Bluetooth ID 2 SRCid1 DSTid2 2 id1 id2 ID SRC DST SRC 2 2 ID 2 2 QR 6) 8) 6) QR QR QR QR
Vol. 51 No. 11 2081 2088 (Nov. 2010) 2 1 1 1 which appended specific characters to the information such as identification to avoid parity check errors, before QR Code encoding with the structured append
More information(MIRU2008) HOG Histograms of Oriented Gradients (HOG)
(MIRU2008) 2008 7 HOG - - E-mail: katsu0920@me.cs.scitec.kobe-u.ac.jp, {takigu,ariki}@kobe-u.ac.jp Histograms of Oriented Gradients (HOG) HOG Shape Contexts HOG 5.5 Histograms of Oriented Gradients D Human
More information25 D Effects of viewpoints of head mounted wearable 3D display on human task performance
25 D Effects of viewpoints of head mounted wearable 3D display on human task performance 1140322 2014 2 28 D HMD HMD HMD HMD 3D HMD HMD HMD HMD i Abstract Effects of viewpoints of head mounted wearable
More informationpaper.dvi
28 Confined Decoding System for Medical Data Distributed by Secret Sharing Scheme and Its Security Evaluation 1195046 2017 3 6 DMAT i Abstract Confined Decoding System for Medical Data Distributed by Secret
More information卒業論文2.dvi
15 GUI A study on the system to transfer a GUI sub-picture to the enlarging viewer for operational support 1040270 2004 2 27 GUI PC PC GUI Graphical User Interface PC GUI GUI PC GUI PC PC GUI i Abstract
More information& Vol.5 No (Oct. 2015) TV 1,2,a) , Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Ro
TV 1,2,a) 1 2 2015 1 26, 2015 5 21 Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Rotation Using Mobile Device Hiroyuki Kawakita 1,2,a) Toshio Nakagawa 1 Makoto Sato
More informationTakens / / 1989/1/1 2009/9/ /1/1 2009/9/ /1/1 2009/9/30,,, i
21 Market forecast using chaos theory 1100334 2010 3 1 Takens / / 1989/1/1 2009/9/30 1997/1/1 2009/9/30 1999/1/1 2009/9/30,,, i Abstract Market forecast using chaos theory Hiroki Hara The longitudinal
More information21 A contents organization method for information sharing systems
21 A contents organization method for information sharing systems 1125140 2010 3 4 IT i Abstract A contents organization method for information sharing systems Aoki, Wataru Organizations to share information,
More informationron.dvi
12 Effect of occlusion and perception of shadow in depth perception caused by moving shadow. 1010361 2001 2 5 (Occlusion), i Abstract Effect of occlusion and perception of shadow in depth perception caused
More information23 The Study of support narrowing down goods on electronic commerce sites
23 The Study of support narrowing down goods on electronic commerce sites 1120256 2012 3 15 i Abstract The Study of support narrowing down goods on electronic commerce sites Masaki HASHIMURA Recently,
More informationStudy on Application of the cos a Method to Neutron Stress Measurement Toshihiko SASAKI*3 and Yukio HIROSE Department of Materials Science and Enginee
Study on Application of the cos a Method to Neutron Stress Measurement Toshihiko SASAKI*3 and Yukio HIROSE Department of Materials Science and Engineering, Kanazawa University, Kakuma-machi, Kanazawa-shi,
More information23 Study on Generation of Sudoku Problems with Fewer Clues
23 Study on Generation of Sudoku Problems with Fewer Clues 1120254 2012 3 1 9 9 21 18 i Abstract Study on Generation of Sudoku Problems with Fewer Clues Norimasa NASU Sudoku is puzzle a kind of pencil
More informationWeb Web ID Web 16 Web Web i
24 Web Proposal of Web Application Password Operations Management System 1130343 2013 3 1 Web Web ID Web 16 Web Web i Abstract Proposal of Web Application Password Operations Management System Tatsuro
More information08-特集04.indd
5 2 Journal of Multimedia Aided Education Research 2008, Vol. 5, No. 2, 3543 ICT ICT ICT 2 ICT ICT 1100 2008 ICT ICT 2007 ICT ICT ICT ICT IPtalk2008 2006 LAN TCP/IP 1 35 5 22008 1 Enter 1 IPtalk 2 2 2IPtalk
More informationDEIM Forum 2010 A Web Abstract Classification Method for Revie
DEIM Forum 2010 A2-2 305 8550 1 2 305 8550 1 2 E-mail: s0813158@u.tsukuba.ac.jp, satoh@slis.tsukuba.ac.jp Web Abstract Classification Method for Reviews using Degree of Mentioning each Viewpoint Tomoya
More information[2] OCR [3], [4] [5] [6] [4], [7] [8], [9] 1 [10] Fig. 1 Current arrangement and size of ruby. 2 Fig. 2 Typography combined with printing
1,a) 1,b) 1,c) 2012 11 8 2012 12 18, 2013 1 27 WEB Ruby Removal Filters Using Genetic Programming for Early-modern Japanese Printed Books Taeka Awazu 1,a) Masami Takata 1,b) Kazuki Joe 1,c) Received: November
More information21 Key Exchange method for portable terminal with direct input by user
21 Key Exchange method for portable terminal with direct input by user 1110251 2011 3 17 Diffie-Hellman,..,,,,.,, 2.,.,..,,.,, Diffie-Hellman, i Abstract Key Exchange method for portable terminal with
More information, (GPS: Global Positioning Systemg),.,, (LBS: Local Based Services).. GPS,.,. RFID LAN,.,.,.,,,.,..,.,.,,, i
25 Estimation scheme of indoor positioning using difference of times which chirp signals arrive 114348 214 3 6 , (GPS: Global Positioning Systemg),.,, (LBS: Local Based Services).. GPS,.,. RFID LAN,.,.,.,,,.,..,.,.,,,
More information013858,繊維学会誌ファイバー1月/報文-02-古金谷
Development of Non-Contact Measuring Method for Final Twist Number of Double Ply Staple Yarn Keizo Koganeya 1, Youichi Yukishita 1, Hirotaka Fujisaki 1, Yasunori Jintoku 2, Hironori Okuno 2, and Motoharu
More informationVol.54 No (July 2013) [9] [10] [11] [12], [13] 1 Fig. 1 Flowchart of the proposed system. c 2013 Information
Vol.54 No.7 1937 1950 (July 2013) 1,a) 2012 11 1, 2013 4 5 1 Similar Sounds Sentences Generator Based on Morphological Analysis Manner and Low Class Words Masaaki Kanakubo 1,a) Received: November 1, 2012,
More informationQ-Learning Support-Vector-Machine NIKKEI NET Infoseek MSN 10 1 12 22 170 121 10 9 15 12 22 85 2 85 10 i
21 Stock price forecast using text mining 1100323 2010 3 1 Q-Learning Support-Vector-Machine NIKKEI NET Infoseek MSN 10 1 12 22 170 121 10 9 15 12 22 85 2 85 10 i Abstract Stock price forecast using text
More informationkiyo5_1-masuzawa.indd
.pp. A Study on Wind Forecast using Self-Organizing Map FUJIMATSU Seiichiro, SUMI Yasuaki, UETA Takuya, KOBAYASHI Asuka, TSUKUTANI Takao, FUKUI Yutaka SOM SOM Elman SOM SOM Elman SOM Abstract : Now a small
More informationFig. 1. Example of characters superimposed on delivery slip.
Extraction of Handwritten Character String Superimposed on Delivery Slip Data Ken-ichi MATSUO, Non-member, Katsuhiko UEDA, Non-member (Nara National College of Technology), Michio UMEDA, Member (Osaka
More information24 Depth scaling of binocular stereopsis by observer s own movements
24 Depth scaling of binocular stereopsis by observer s own movements 1130313 2013 3 1 3D 3D 3D 2 2 i Abstract Depth scaling of binocular stereopsis by observer s own movements It will become more usual
More informationThe Indirect Support to Faculty Advisers of die Individual Learning Support System for Underachieving Student The Indirect Support to Faculty Advisers of the Individual Learning Support System for Underachieving
More informationWeb [1] [2] [3] [4] [5] SupportVectorMachine SVM [6] [7] Google [11] Web
DEIM Forum 2009 E5-6 112-8610 2-1-1 112-8610 2-1-1 E-mail: {asami y,koba}@koba.is.ocha.ac.jp Web AJINOMOTO Easy Cooking Recipe Recommendation Considering User s Conditions Asami YAJIMA and Ichiro KOBAYASHI
More information29 Short-time prediction of time series data for binary option trade
29 Short-time prediction of time series data for binary option trade 1180365 2018 2 28 RSI(Relative Strength Index) 3 USD/JPY 1 2001 1 2 4 10 2017 12 29 17 00 1 high low i Abstract Short-time prediction
More information(a) 1 (b) 3. Gilbert Pernicka[2] Treibitz Schechner[3] Narasimhan [4] Kim [5] Nayar [6] [7][8][9] 2. X X X [10] [11] L L t L s L = L t + L s
1 1 1, Extraction of Transmitted Light using Parallel High-frequency Illumination Kenichiro Tanaka 1 Yasuhiro Mukaigawa 1 Yasushi Yagi 1 Abstract: We propose a new sharpening method of transmitted scene
More information2017 (413812)
2017 (413812) Deep Learning ( NN) 2012 Google ASIC(Application Specific Integrated Circuit: IC) 10 ASIC Deep Learning TPU(Tensor Processing Unit) NN 12 20 30 Abstract Multi-layered neural network(nn) has
More information220 28;29) 30 35) 26;27) % 8.0% 9 36) 8) 14) 37) O O 13 2 E S % % 2 6 1fl 2fl 3fl 3 4
Vol. 12 No. 2 2002 219 239 Λ1 Λ1 729 1 2 29 4 3 4 5 1) 2) 3) 4 6) 7 27) Λ1 701-0193 288 219 220 28;29) 30 35) 26;27) 0 6 7 12 13 18 59.9% 8.0% 9 36) 8) 14) 37) 1 1 1 13 6 7 O O 13 2 E S 1 1 17 0 6 1 585
More informationworkshop_func_exp_ pptx
Introduction: What is Factuality? (Factuality) [ + 10] [ + 11] 2011/10/28 2 - - 2 Introduction: Motivation 2011/10/28 2 - - 3 Introduction: Motivation 2011/10/28 2 - - 4 Contents Introduction What is Factuality?
More information( )
NAIST-IS-MT1051071 2012 3 16 ( ) Pustejovsky 2 2,,,,,,, NAIST-IS- MT1051071, 2012 3 16. i Automatic Acquisition of Qualia Structure of Generative Lexicon in Japanese Using Learning to Rank Takahiro Tsuneyoshi
More information知能と情報, Vol.30, No.5, pp
1, Adobe Illustrator Photoshop [1] [2] [3] Initital Values Assignment of Parameters Using Onomatopoieas for Interactive Design Tool Tsuyoshi NAKAMURA, Yuki SAWAMURA, Masayoshi KANOH, and Koji YAMADA Graduate
More information,,.,,., II,,,.,,.,.,,,.,,,.,, II i
12 Load Dispersion Methods in Thin Client Systems 1010405 2001 2 5 ,,.,,., II,,,.,,.,.,,,.,,,.,, II i Abstract Load Dispersion Methods in Thin Client Systems Noritaka TAKEUCHI Server Based Computing by
More information) 2) , , ) 1 2 Q1 / Q2 Q Q4 /// Q5 Q6 3,4 Q7 5, Q8 HP Q9 Q10 13 Q11
2009 0612001. 1) 2) 2 2009 3 2009 8, 10 1 3, 12 50 4) 1 2 Q1 / Q2 Q3 910203040 5060708090 Q4 /// Q5 Q6 3,4 Q7 5,6711 123 4 Q8 HP Q9 Q10 13 Q11 , A 5 2 3 3 3 3 3 2 8 5 3 3 4 A C B 1 1 KJ 1 9 1 12 12 15
More informationBOK body of knowledge, BOK BOK BOK 1 CC2001 computing curricula 2001 [1] BOK IT BOK 2008 ITBOK [2] social infomatics SI BOK BOK BOK WikiBOK BO
DEIM Forum 2012 C8-5 WikiBOK 252 5258 5 10 1 E-mail: shunsuke.shibuya@gmail.com, {kaz,masunaga}@si.aoyama.ac.jp, {yabuki,sakuta}@it.aoyama.ac.jp Body Of Knowledge, BOK BOK BOK BOK BOK, BOK Abstract Extention
More information