Automatic image annotation using community detection in neighbor images

作者: Vafa Maihami , Farzin Yaghmaee

DOI: 10.1016/J.PHYSA.2018.05.028

关键词:

摘要: Abstract Automatic image annotation is useful in automatic management and, understanding their contents. refers to the process of assigning tags/labels images so that they clearly indicate content which meant be conveyed. In this paper, a new method presented. first phase proposed method, neighbor are similar query image, retrieved using low-level features. second phase, network (a relative graph) tags created finally, densest community among all communities selected for as final tags. order show efficiency some metrics such precision, recall, and f-score used three standard datasets namely Corel5k, IAPR TC12 Mir Flickr. The results more efficient than state-of-the-art approaches.

参考文章(37)
Xirong Li, Tiberio Uricchio, Lamberto Ballan, Marco Bertini, Cees G. M. Snoek, Alberto Del Bimbo, Socializing the Semantic Gap: A Comparative Survey on Image Tag Assignment, Refinement, and Retrieval ACM Computing Surveys. ,vol. 49, pp. 14- ,(2016) , 10.1145/2906152
Parham Moradi, Mohammad Ebrahim Shiri, Ali Ajdari Rad, Alireza Khadivi, Martin Hasler, Automatic skill acquisition in reinforcement learning using graph centrality measures intelligent data analysis. ,vol. 16, pp. 113- 135 ,(2012) , 10.3233/IDA-2011-0513
Yun Gu, Xueming Qian, Qing Li, Meng Wang, Richang Hong, Qi Tian, Image Annotation by Latent Community Detection and Multikernel Learning IEEE Transactions on Image Processing. ,vol. 24, pp. 3450- 3463 ,(2015) , 10.1109/TIP.2015.2443501
Nashwa El-Bendary, Tai-hoon Kim, Aboul Ella Hassanien, Mohamed Sami, None, Automatic image annotation approach based on optimization of classes scores Computing. ,vol. 96, pp. 381- 402 ,(2014) , 10.1007/S00607-013-0342-0
Ameesh Makadia, Vladimir Pavlovic, Sanjiv Kumar, Baselines for Image Annotation International Journal of Computer Vision. ,vol. 90, pp. 88- 105 ,(2010) , 10.1007/S11263-010-0338-6
Sihyoung Lee, Wesley De Neve, Yong Man Ro, Visually weighted neighbor voting for image tag relevance learning Multimedia Tools and Applications. ,vol. 72, pp. 1363- 1386 ,(2014) , 10.1007/S11042-013-1439-3
Thomas Deselaers, Henning Müller, Paul Clough, Hermann Ney, Thomas M. Lehmann, The CLEF 2005 Automatic Medical Image Annotation Task International Journal of Computer Vision. ,vol. 74, pp. 51- 58 ,(2007) , 10.1007/S11263-006-0007-Y
Shaoting Zhang, Junzhou Huang, Hongsheng Li, D. N. Metaxas, Automatic Image Annotation and Retrieval Using Group Sparsity systems man and cybernetics. ,vol. 42, pp. 838- 849 ,(2012) , 10.1109/TSMCB.2011.2179533
Chao Huang, Fanman Meng, Wang Luo, Shuyuan Zhu, Bird breed classification and annotation using saliency based graphical model Journal of Visual Communication and Image Representation. ,vol. 25, pp. 1299- 1307 ,(2014) , 10.1016/J.JVCIR.2014.05.002
M. E. J. Newman, Fast algorithm for detecting community structure in networks. Physical Review E. ,vol. 69, pp. 066133- 066133 ,(2004) , 10.1103/PHYSREVE.69.066133