Object Recognition using Bag of words with Kernels for Big Data

被引：0

作者：

Wu, Cheyu ^{[1
]}

Chiu, Ching-Te ^{[2
]}

Hsu, Yar-Sun ^{[1
]}

机构：

[1] Natl Tsing Hua Univ, Dept Elect Engn, Hsinchu, Taiwan

[2] Natl Tsing Hua Univ, Dept Comp Sci, Hsinchu, Taiwan

来源：

2014 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW) | 2014年

关键词：

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Scale Invariant Feature Transform (SIFT) descriptor can represent the object in detail, and is robust to variations due to image scaling and illumination changes. The challenge of using such descriptor to perform image retrieval in a large scale database is the high computational complexity. In this paper, we present the bag of words model combined with SIFT to reduce the computation cost. The average precision we get is about 30%.

引用

页数：2

共 50 条

[31] Bag of Visual Words for Cows'Basic Activity Recognition
Wen, Changji
Zhao, Xin
Zhou, Cuijuan
Chen, Xueying
Guo, Qing
2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CLOUD COMPUTING (ISCC), 2014, : 85 - 91
[32] Double constrained bag of words for human action recognition
Wu, Chao
Li, Yaqian
Zhang, Yaru
Liu, Bin
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2021, 98
[33] Hand Gesture Recognition via Bag of Visual Words
Chen, Guoming
Chen, Qiang
Chen, Yiqun
Zhu, Xiongyong
2016 12TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2016, : 1159 - 1163
[34] Vehicle Logo Recognition Based on Bag-of-Words
Yu, Shuyuan
Zheng, Shibao
Yang, Hua
Liang, Longfei
2013 10TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS 2013), 2013, : 353 - 358
[35] A Bag of Words approach for recognition of Greek folk dances
Fotiadou, Eftychia
Kapsouras, Ioannis
Nikolaidis, Nikos
Tefas, Anastasios
9TH HELLENIC CONFERENCE ON ARTIFICIAL INTELLIGENCE (SETN 2016), 2016,
[36] Geometry Aware Local Kernels for Object Recognition
Semenovich, Dimitri
Sowmya, Arcot
COMPUTER VISION-ACCV 2010, PT I, 2011, 6492 : 490 - 503
[37] Mercer kernels for object recognition with local features
Lyu, SW
2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2005, : 223 - 229
[38] Scale Coding Bag-of-Words for Action Recognition
Khan, Fahad Shahbaz
van de Weijer, Joost
Bagdanov, Andrew D.
Felsberg, Michael
2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2014, : 1514 - 1519
[39] Object Classification of Aerial Images With Bag-of-Visual Words
Xu, Sheng
Fang, Tao
Li, Deren
Wang, Shiwei
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (02) : 366 - 370
[40] A Bag of Words Approach for 3D Object Categorization
Toldo, Roberto
Castellani, Umberto
Fusiello, Andrea
COMPUTER VISION/COMPUTER GRAPHICS COLLABORATION TECHNIQUES, PROCEEDINGS, 2009, 5496 : 116 - 127

← 1 2 3 4 5 →