COMPARISON OF LOCAL FEATURE DESCRIPTORS FOR MOBILE VISUAL SEARCH

被引：16

作者：

Chandrasekhar, Vijay ^{[1
]}

Chen, David M. ^{[1
]}

Lin, Andy ^{[1
]}

Takacs, Gabriel ^{[1
]}

Tsai, Sam S. ^{[1
]}

Cheung, Ngai-Man ^{[1
]}

Reznik, Yuriy ^{[2
]}

Grzeszczuk, Radek ^{[3
]}

Girod, Bernd ^{[1
]}

机构：

[1] Stanford Univ, Informat Syst Lab, Stanford, CA 94305 USA

[2] Qualcomm Inc, San Diego, CA 92121 USA

[3] Nokia Res Ctr, Palo Alto, CA 94304 USA

来源：

2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING | 2010年

关键词：

MPEG-7 Image Signature; feature descriptor; mobile visual search; image signature;

D O I：

10.1109/ICIP.2010.5649937

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：

We evaluate the performance of MPEG-7 image signatures, Compressed Histogram of Gradients descriptor (CHoG) and Scale Invariant Feature Transform (SIFT) descriptors for mobile visual search applications. We observe that SIFT and CHoG outperform MPEG-7 image signatures greatly in terms of feature-level Receiver Operating Characteristic (ROC) performance and image-level matching. Moreover, CHoG descriptors demonstrate such gains while being comparable with MPEG-7 image signatures in bit-rate.

引用

页码：3885 / 3888

页数：4

共 50 条

[21] The Mobile Visual Search Guiding System Based on SIFT [J].

Xu, Gongwen ;

Li, Xiaomei ;

Zhou, Honglan ;

Lei, Jian ;

Zhang, Zhijun .

INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2016, 9 (06) :165-178

[22] Mobile Visual Search from Dynamic Image Databases [J].

Chen, Xi ;

Koskela, Markus .

IMAGE ANALYSIS: 17TH SCANDINAVIAN CONFERENCE, SCIA 2011, 2011, 6688 :196-205

[23] Learning context-aware local feature descriptors for 3D reconstruction [J].

Yang, Jian ;

Zhou, Jian ;

Fan, Hao ;

Dong, Junyu ;

Yu, Hui .

NEUROCOMPUTING, 2024, 594

[24] TRANSMITTING INFORMATIVE COMPONENTS OF FISHER CODES FOR MOBILE VISUAL SEARCH [J].

Zhang, Guixuan ;

Zeng, Zhi ;

Zhang, Shuwu ;

Guo, Qinzhen .

2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, :1136-1140

[25] A Hybrid Mobile Visual Search System With Compact Global Signatures [J].

Chen, David M. ;

Girod, Bernd .

IEEE TRANSACTIONS ON MULTIMEDIA, 2015, 17 (07) :1019-1030

[26] Fast verification via statistical geometric for mobile visual search [J].

Miaohui Zhang ;

Shaozi Li ;

Xianming Lin ;

Songzhi Su ;

Rongrong Ji .

Multimedia Systems, 2016, 22 :525-534

[27] DEEP-BASED FISHER VECTOR FOR MOBILE VISUAL SEARCH [J].

Huang, Chen ;

Zhang, Shengchuan ;

Lin, Xianming ;

Liu, Xiangrong ;

Ji, Rongrong .

2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, :3430-3434

[28] Progressive transmission based on wavelet used in mobile visual search [J].

Miao, Siyang ;

Li, Zhiyang ;

Qu, Wenyu ;

Du, Yegang ;

Wang, Songhe ;

Qi, Heng .

INTERNATIONAL JOURNAL OF EMBEDDED SYSTEMS, 2014, 6 (2-3) :114-123

[29] Mobile visual search model for Dunhuang murals in the smart library [J].

Zeng, Ziming ;

Sun, Shouqiang ;

Li, Tingting ;

Yin, Jie ;

Shen, Yueyan .

LIBRARY HI TECH, 2022, 40 (06) :1796-1818

[30] EMOVIS - An Efficient Mobile Visual Search System for Landmark Recognition [J].

Li, Dawei ;

Chuah, Mooi Choo .

2013 IEEE NINTH INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR NETWORKS (MSN 2013), 2013, :53-60

← 1 2 3 4 5 →