Context-aware affective images classification based on bilayer sparse representation

MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia

Volumn , Issue , 2012, Pages 721-724

  Li, Bing ^a   Xiong, Weihua ^a   Hu, Weiming ^a   Ding, Xinmiao ^b  

^a INSTITUTE OF AUTOMATION   (China)

^b SHANDONG INSTITUTE OF BUSINESS AND TECHNOLOGY   (China)

Author keywords

affective image classification; bilayer sparse representation; context aware

Indexed keywords

AUTOMATIC RECOGNITION; BI-LAYER; CLASSIFICATION MODELS; CO-OCCURRENCE; CONTEXT-AWARE; DATA SETS; GLOBAL SIMILARITY; GLOBAL-LOCAL; IMAGES CLASSIFICATION; LOCAL REGION; SPARSE REPRESENTATION; TEST IMAGES; TRAINING IMAGE;

IMAGE CLASSIFICATION;

EID: 84871365947     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2393347.2396296     Document Type: Conference Paper

References (12)

1. C. Colombo, A. D. Bimbo, and P. Pala. Semantics in visual information retrieval. IEEE Multimedia, 6(3):38-53, 1999.
2. R. Datta, D. Joshi, J. Li, and J. Z. Wang. Studying aesthetics in photographic images using a computational approach. In Proc. of ECCV, pages 288-301, 2006.
3. D. Gokalp and S. Aksoy. Scene classification using bag-of-regions representations. In Proc. of CVPR, pages 1-8, 2007.
4. M. H. K. Kuroda. An image retrieval system by impression words and specific object names-iris. Neurocomputing, 43(1-4):259-276, 2002.
5. B. Li, W. Xiong, and W. Hu. Web horror image recognition based on context-aware multi-instance learning. In Proc. of ICDM, pages 1158-1163, 2011.
6. S. Y. Liu, D. Xu, and S. H. Feng. Emotion categorization using affective-plsa model. Optical Engineering, 49(12):127201, 2010.
7. J. Machajdik and A. Hanbury. Affective image classification using features inspired by psychology and art theory. In Proc. of ACMMM, pages 83-92, 2010.
8. M. Solli and R. Lenz. Color based bag-of-emotions. In Proc. of CAIP, pages 573-580, 2009.
9. W. Wang and Q. He. A survey on emotional semantic image retrieval. In Proc. of ICIP, pages 117-120, 2008.
10. W. Wang, Y. Yu, and S. Jiang. Image retrieval by emotional semantics: A study of emotional space and feature extraction. In Proc. of SMC, pages 3534-3539, 2006.
11. V. Yanulevskaya, J. C. van Gemert, and K. Roth. Emotional valence categorization using holistic image features. In Proc. of ICIP, pages 101-104, 2008.
12. X. Yuan and S. Yan. Visual classification with multi-task joint sparse representation. In Proc. of CVPR, pages 3493-3500, 2010.