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

[41] OPTIMIZING JPEG QUANTIZATION TABLE FOR LOW BIT RATE MOBILE VISUAL SEARCH [J].

Duan, Ling-Yu ;

Liu, Xiangkai ;

Chen, Jie ;

Huang, Tiejun ;

Gao, Wen .

2012 IEEE VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2012,

[42] WORD-HOGS: WORD HISTOGRAM OF ORIENTED GRADIENTS FOR MOBILE VISUAL SEARCH [J].

Tsai, Sam S. ;

Chen, Huizhong ;

Chen, David ;

Girod, Bernd .

2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, :3968-3972

[43] A Low Transmission Overhead Framework of Mobile Visual Search Based on Vocabulary Decomposition [J].

Qi, Heng ;

Stojmenovic, Milos ;

Li, Keqiu ;

Li, Zhiyang ;

Qu, Wenyu .

IEEE TRANSACTIONS ON MULTIMEDIA, 2014, 16 (07) :1963-1972

[44] Performance Evaluation of State-of-the-Art Local Feature Detectors and Descriptors in the Context of Longitudinal Registration of Retinal Images [J].

Sajib K. Saha ;

Di Xiao ;

Shaun Frost ;

Yogesan Kanagasingam .

Journal of Medical Systems, 2018, 42

[45] Performance Evaluation of State-of-the-Art Local Feature Detectors and Descriptors in the Context of Longitudinal Registration of Retinal Images [J].

Saha, Sajib K. ;

Xiao, Di ;

Frost, Shaun ;

Kanagasingam, Yogesan .

JOURNAL OF MEDICAL SYSTEMS, 2018, 42 (04)

[46] The Joint Effect of Image Blur and Illumination Distortions for Mobile Visual Search of Print Media [J].

Cao, Yi ;

Ritz, Christian ;

Raad, Raad .

2013 13TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT): COMMUNICATION AND INFORMATION TECHNOLOGY FOR NEW LIFE STYLE BEYOND THE CLOUD, 2013, :507-512

[47] MOBILE 3D VISUAL SEARCH USING THE HELMERT TRANSFORMATION OF STEREO FEATURES [J].

Li, Haopeng ;

Flierl, Markus .

2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, :3470-3474

[48] Mining Compact Bag-of-Patterns for Low Bit Rate Mobile Visual Search [J].

Ji, Rongrong ;

Duan, Ling-Yu ;

Chen, Jie ;

Huang, Tiejun ;

Gao, Wen .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (07) :3099-3113

[49] Context Awareness-Based Mobile Visual Search Model for Narrative Mural Scenes [J].

Sun, Shouqiang ;

Li, Qingqing ;

Xiao, Shuyue ;

Zeng, Ziming .

Data Analysis and Knowledge Discovery, 2024, 8 (8-9) :52-62

[50] A Comparative Analysis of Feature Detectors and Descriptors for Image Stitching [J].

Sharma, Surendra Kumar ;

Jain, Kamal ;

Shukla, Anoop Kumar .

APPLIED SCIENCES-BASEL, 2023, 13 (10)

← 1 2 3 4 5 →