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1 27 AR

2 AR AR

3 AR AR : :

4

5 1 AR AR [1] [2, 3] 3

6 [4] [5, 6] 1.1 PC AR AR ID AR [5] ID PC 1.2 AR 4

7 1.1: AR AR ID ARToolkit[7] 2 ID ARToolkit ARTag[8] 5

8 1.2.2 [9] AR ARTag ID : LLAH(Locally Likely Arrangement Hashing ) 6

9 1 LLAH [10] 4 ( ) n m m LLAH RANSAC RANSAC[11] LLAH 1.3: p ([10] )

10 Random Dot Markers[9] RANSAC ms RANSAC 1.4: ( 100 ) 1.3 AR ( ) 8

11 2 AR 2.1 AR [12] AR ARToolkit[7] 2 AR HSV 2 ARToolkit HSV [13] 2 1 9

12

13 3 1: [14] 1 2 HSV ( 2 ) 1 uchiyama/me/index_e.html 11

14 3.1: PC Panasonic CF-SX1(Core i5-2540m vpro 2.60GHz 4GB Microsoft LifeCam Studio( ) cm m 2 ( 3.2 ) 2.4m( 3.2 ) 3.4m( 3.2 ) 4.0m( 3.2 ) 5 12

15 3.3 ( 3.2) 3 ( 3.3)

16 図 3.2: 従来手法の認識結果 図 3.3: 赤色ドットマーカの認識結果 14

17 4 2: : ( 4.2) 15

18 [12] HSV HSV 8 ( 4.3) 2 4.2: 16

19 4.3: 4.3 HSV 17

20 PC Panasonic CF-SX1(Core i5-2540m vpro 2.60GHz 4GB PC ( ) A4 ( ) 1cm ( 5.1) 4 2( 5.2) 27 3( 5.3) 76 18

21 図 5.1: 環境 1 図 5.2: 環境 実験方法 実際の教室における机の位置で実験を行ったため マーカを設置する距離は環境によっ て異なる 環境 1 では 2.5m の位置に 環境 2 では 3.4m 環境 3 では 3.0m の位置に横一 列に 4 つマーカを並べた プログラムをスタートし 初めて 4 つのマーカを同時に検出 した時の検出処理時間を計測し またそのときのドットの数を記録する 19

22 5.3: : [ ]

23 5.2: [ms] : m PC ms ms 21

24 図 5.5: 特徴点が多い環境での実験の様子 表 5.3: ドットが多い環境での比較結果 ドット数 [個] 5.5 処理時間 [ms] 従来手法 提案手法 2 従来手法 提案手法 2 1 回目 回目 回目 回目 回目 平均 認識距離について 認識距離において 従来手法と提案手法 2 の比較実験についても行った 提案手法 1 の評価実験と同じように カメラからマーカの距離が 1.5m の位置に 2 つ 2.4m に 1 つ 3.4m に 1 つ 4.0m に 1 つの計 5 つのマーカが認識可能であるか両手法で実験を行った 機材については本実験と同じものを用いた 照明環境について 日光は遮断していて蛍 光灯を点灯させた室内で実験を行った 結果は 従来手法については図 5.6 提案手法 2 については図 5.7 のようになった 従来手法では 3.4m までの位置にある 4 つのマーカを 認識できた 提案手法 2 では 3.4m のマーカまで認識できているが 1.5m 位置の右側の 22

25 マーカが認識されなかった 図 5.8 から 赤色領域の抽出はできているため 2 値化処理 の際に特徴点の抽出に失敗していることが原因であると考える 今回はマーカを設置し た台の影がドットの抽出を邪魔していて 解決策としては厚紙に印刷して裏写りしない ようにすることが挙げられる したがって 提案手法 2 の認識距離は従来手法と同等で あると考える 図 5.6: 従来手法の認識距離 図 5.7: 提案手法 2 の認識距離 23

26 5.8: ms 24

27 6 6.1 AR 2 HSV AR 25

28 [15] AR 26

29 図 6.1: 置き型マーカの例 27

30 28

31 [1] Jen-Kai Liang Huang, Chi-Wei and Hsu-Yie Wang. Educlick: A computer-supported formative evaluation system with wireless devices in ordinary classroom. In Proceedings of ICCE 2001 (2001): [2] Jane E. Caldwell. Clickers in the large classroom: Current research and best-practice tips. In CBE-Life Sciences Education 6.1 (2007): [3],. ( ) :.. (2012): [4],,,,,,,,,,,,,.., 28(5), , [5] Andrew Cross, Edward Cutrell, and William Thies. Low-cost audience polling using computer vision. Proceedings of the 25th Annual ACM Symposium on User Interface Software and Technology, UIST 12, pp. 4554, New York, NY, USA, ACM. [6] Motoki Miura and Toyohisa Nakada. Device-Free Personal Response System based on Fiducial Markers. In Proceedings of the 7th IEEE International Conference on Wireless, Mobile, and Ubiquitous Technologies in Education (WMUTE2012), Takamatsu, Kagawa, pp , [7] Hirokazu Kato and Mark Billinghurst. Marker tracking and hmd calibration for a videobased augmented reality conferencing system. In Augmented Reality, 1999.(IWAR 99) Proceedings. 2nd IEEE and ACM International Workshop on (pp ). IEEE,

32 [8] Mark Fiala. ARTag, a fiducial marker system using digital techniques. In Computer Vision and Pattern Recognition, CVPR IEEE Computer Society Conference on. (Vol. 2, pp ). IEEE, [9] Hideaki Uchiyama and Hideo Saito. Random Dot Markers. In Virtual Reality Conference (VR), 2011 IEEE (pp ). [10] Tomohiro Nakai, Koichi Kise, and Masakazu Iwamura. Use of affine invariants in locally likely arrangement hashing for camera-based document image retrieval. In Document Analysis Systems VII. Springer Berlin Heidelberg, [11] Martin A. Fischler and Robert C. Bolles. Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. In Communications of the ACM 24.6 (1981): [12],. AR. Vol [13]. 2., [14],,.. (MIRU2011) 2011 (2011): [15], (to appear). 30

33 2016 (to appear) Manabu Ito, Motoki Miura: Portable Vision-based Response Analyzer with Sheet Bending Recognition, Proceedings of GCCE 2015, Osaka, Japan, pp , October

29 AR

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