Sentic Album: Content-, Concept-, and Context-Based Online Personal Photo Management System

被引:60
作者
Cambria, Erik [1 ]
Hussain, Amir [2 ]
机构
[1] Natl Univ Singapore, Temasek Labs, Singapore 117411, Singapore
[2] Univ Stirling, Dept Comp Sci & Math, Stirling FK9 4LA, Scotland
基金
英国工程与自然科学研究理事会;
关键词
Human computer interaction; Cognitive and affective information processing; Image affect; Image classification; Image features; Emotional semantic image retrieval; Sentic computing; HUMAN EMOTIONS; IMAGE; MEMORY; RETRIEVAL; EVENTS; COLOR; QUERY;
D O I
10.1007/s12559-012-9145-4
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
The world of online personal photo management has come a long way in the past few years, but today, there are still huge gaps in annotating, organizing, and retrieving online pictures in such a way that they can be easily queried and visualized. Existing content-based image retrieval systems apply statistics, pattern recognition, signal processing, and computer vision techniques but these are still too weak to 'bridge the semantic gap' between the low-level data representation and the high-level concepts the user associates with images. Image meta search engines, on the other hand, rely on tags associated with online pictures but results are often too inaccurate since they mainly depend on keyword-based rather than concept-based algorithms. Sentic Album is a novel content-, concept-, and context-based online personal photo management system that exploits both data and metadata of online personal pictures to intelligently annotate, organize, and retrieve them. Many salient features of pictures, in fact, are only noticeable in the viewer's mind, and the cognitive ability to grasp such features is a key aspect for accordingly analyzing and classifying personal photos. To this end, Sentic Album exploits not just colors and texture of online images (content), but also the cognitive and affective information associated with their metadata (concept), and their relative timestamp, geolocation, and user interaction metadata (context).
引用
收藏
页码:477 / 496
页数:20
相关论文
共 75 条
[1]
[Anonymous], 1973, The Art of Color: The Subjective Experience and Objective Rationale of Color
[2]
[Anonymous], P HLT EMNLP VANC
[3]
[Anonymous], WOMEN FIRE DANGEROUS
[4]
[Anonymous], 1979, Computers and Intractablity: A Guide to the Theory of NP-Completeness
[5]
[Anonymous], 2003, PRACTICAL APPROACH M, DOI [DOI 10.1007/0-306-47815-35, 10.1007/0-306-47815-35, DOI 10.1007/0-306-47815-3_5]
[6]
The Virage image search engine: An open framework for image management [J].
Bach, JR ;
Fuller, C ;
Gupta, A ;
Hampapur, A ;
Horowitz, B ;
Humphrey, R ;
Jain, R ;
Shu, CF .
STORAGE AND RETRIEVAL FOR STILL IMAGE AND VIDEO DATABASES IV, 1996, 2670 :76-87
[7]
K-DIME: An affective image filtering system [J].
Bianchi-Berthouze, N .
IEEE MULTIMEDIA, 2003, 10 (03) :103-106
[8]
The importance of being flexible - The ability to both enhance and suppress emotional expression predicts long-term adjustment [J].
Bonanno, GA ;
Papa, A ;
Lalande, K ;
Westphal, M ;
Coifman, K .
PSYCHOLOGICAL SCIENCE, 2004, 15 (07) :482-487
[9]
REMEMBERING EMOTIONAL EVENTS [J].
BURKE, A ;
HEUER, F ;
REISBERG, D .
MEMORY & COGNITION, 1992, 20 (03) :277-290
[10]
Cambria E., 2012, Sentic Computing: Techniques, Tools, and Applications