Development of multistage algorithm for text objects recognition in images; Control and Communications (SIBCON)
| Parent link: | Control and Communications (SIBCON).— 2016.— [5 p.] |
|---|---|
| প্রধান লেখক: | |
| সংস্থা লেখক: | |
| অন্যান্য লেখক: | , |
| সংক্ষিপ্ত: | Title screen The relevance of this study is stipulated by the necessity of designing algorithms allowing to improve the efficiency of characters recognition on images with complex backgrounds subjected to noise, affine and projective transformations. Purpose: Development of algorithms and software system allowing to improve the efficiency of characters recognition on images with complex backgrounds subjected to noise, affine and projective transformations. Experimental research to be carried out into the efficiency of developed algorithms and their comparison to their existing analogs. Findings: Viola-Jones object detection algorithm is suggested to detect the area of character location on images with complex background. The image normalization includes the following operations: boundary identification, Hough transformation, search for closed loops, image leveling. The structure of convolutional neural network (CNN) is suggested for characters recognition. The implementation of the developed algorithms is presented by characters recognition on images of vehicle number plates. Режим доступа: по договору с организацией-держателем ресурса |
| ভাষা: | ইংরেজি |
| প্রকাশিত: |
2016
|
| বিষয়গুলি: | |
| অনলাইন ব্যবহার করুন: | http://dx.doi.org/10.1109/SIBCON.2016.7491714 |
| বিন্যাস: | বৈদ্যুতিক গ্রন্থের অধ্যায় |
| KOHA link: | https://koha.lib.tpu.ru/cgi-bin/koha/opac-detail.pl?biblionumber=650493 |
MARC
| LEADER | 00000naa0a2200000 4500 | ||
|---|---|---|---|
| 001 | 650493 | ||
| 005 | 20260728170215.0 | ||
| 035 | |a (RuTPU)RU\TPU\network\15711 | ||
| 090 | |a 650493 | ||
| 100 | |a 20161007d2016 k||y0engy50 ba | ||
| 101 | 0 | |a eng | |
| 135 | |a drcn ---uucaa | ||
| 181 | 0 | |a i | |
| 182 | 0 | |a b | |
| 200 | 1 | |a Development of multistage algorithm for text objects recognition in images |f D. S. Cherneta, A. A. Druki, V. G. Spitsyn | |
| 203 | |a Text |c electronic | ||
| 300 | |a Title screen | ||
| 320 | |a [References: 13 tit.] | ||
| 330 | |a The relevance of this study is stipulated by the necessity of designing algorithms allowing to improve the efficiency of characters recognition on images with complex backgrounds subjected to noise, affine and projective transformations. Purpose: Development of algorithms and software system allowing to improve the efficiency of characters recognition on images with complex backgrounds subjected to noise, affine and projective transformations. Experimental research to be carried out into the efficiency of developed algorithms and their comparison to their existing analogs. Findings: Viola-Jones object detection algorithm is suggested to detect the area of character location on images with complex background. The image normalization includes the following operations: boundary identification, Hough transformation, search for closed loops, image leveling. The structure of convolutional neural network (CNN) is suggested for characters recognition. The implementation of the developed algorithms is presented by characters recognition on images of vehicle number plates. | ||
| 333 | |a Режим доступа: по договору с организацией-держателем ресурса | ||
| 463 | |t Control and Communications (SIBCON) |o Proceedings of the XII International Siberian Conference, Moscow, May 12-14, 2016 |v [5 p.] |d 2016 | ||
| 610 | 1 | |a электронный ресурс | |
| 610 | 1 | |a труды учёных ТПУ | |
| 610 | 1 | |a распознавание объектов | |
| 610 | 1 | |a обработка изображений | |
| 610 | 1 | |a преобразование | |
| 610 | 1 | |a искусственные нейронные сети | |
| 700 | 1 | |a Cherneta |b D. S. |g Dmitry Sergeevich | |
| 701 | 1 | |a Druki |b A. A. |c specialist in the field of informatics and computer technology |c assistant of Tomsk Polytechnic University, engineer |f 1985- |g Aleksey Alekseevich |3 (RuTPU)RU\TPU\pers\34610 |9 17972 | |
| 701 | 1 | |a Spitsyn |b V. G. |c specialist in the field of informatics and computer technology |c Professor of Tomsk Polytechnic University, Doctor of technical sciences |f 1948- |g Vladimir Grigorievich |3 (RuTPU)RU\TPU\pers\33492 |9 17160 | |
| 712 | 0 | 2 | |a Томский политехнический университет |b Институт кибернетики, ИК |c 2010-2017 |9 27025 |
| 801 | 2 | |a RU |b 63413507 |c 20161007 |g RCR | |
| 856 | 4 | |u http://dx.doi.org/10.1109/SIBCON.2016.7491714 | |
| 942 | |c CF | ||