A novel generated method for high quality images

作者: Guang Huang , Dong Wang , Shihui Guo , Xiaoying Chen , Minghong Liao

DOI: 10.1109/ICACI.2018.8377602

关键词:

摘要: Thanks to the diversity and popularity of image acquisition technique, data driven methods for analysis edit become popular. However, explosive growth images also presents challenges. To help users retrieve expected quickly effectively is one hardest tasks. It difficult express user's intention completely a single cue, thus combining multiple cues becomes necessary. Another problem that content-based matching process takes long time in case massive data. In this dissertation, we propose progressive retrieval method high quality images, targeting on problems existed cannot guarantee consuming feature material. We start from fastest text strategy used evaluate both clarity independence. Finally, scene elements these object extracted, contours are matched between user sketch candidate elements. parallelize whole framework MapReduce further improve performance. validate performance, accuracy algorithm result various experiments. The results show our can efficiency control better. Then rapidly create through simple line sketch.

参考文章(20)
Sudipta N. Sinha, Marc Pollefeys, Yakup Genc, Jan-michael Frahm, GPU-based Video Feature Tracking And Matching hgpu.org. ,(2006)
David McG. Squire, Wolfgang Müller, Henning Müller, Thierry Pun, Content-based query of image databases: inspirations from text retrieval scandinavian conference on image analysis. ,vol. 21, pp. 1193- 1198 ,(2000) , 10.1016/S0167-8655(00)00081-7
Fang-Lue Zhang, Miao Wang, Shi-Min Hu, Aesthetic Image Enhancement by Dependence-Aware Object Recomposition IEEE Transactions on Multimedia. ,vol. 15, pp. 1480- 1490 ,(2013) , 10.1109/TMM.2013.2268051
Diana Moise, Denis Shestakov, Gylfi Gudmundsson, Laurent Amsaleg, Indexing and searching 100M images with map-reduce Proceedings of the 3rd ACM conference on International conference on multimedia retrieval - ICMR '13. pp. 17- 24 ,(2013) , 10.1145/2461466.2461470
S. Belongie, J. Malik, J. Puzicha, Shape matching and object recognition using shape contexts IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 24, pp. 509- 522 ,(2002) , 10.1109/34.993558
Ligang Liu, Renjie Chen, Lior Wolf, Daniel Cohen-Or, Optimizing Photo Composition Computer Graphics Forum. ,vol. 29, pp. 469- 478 ,(2010) , 10.1111/J.1467-8659.2009.01616.X
Lesley Northam, Rob Smits, Khuzaima Daudjee, Joe Istead, Ray tracing in the cloud using MapReduce international conference on high performance computing and simulation. pp. 19- 26 ,(2013) , 10.1109/HPCSIM.2013.6641388
A. Del Bimbo, P. Pala, Visual image retrieval by elastic matching of user sketches IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 19, pp. 121- 132 ,(1997) , 10.1109/34.574790
Ritendra Datta, Dhiraj Joshi, Jia Li, James Z. Wang, Image retrieval ACM Computing Surveys. ,vol. 40, pp. 1- 60 ,(2008) , 10.1145/1348246.1348248
Junchul Kim, Eunsoo Park, Xuenan Cui, Hakil Kim, William A. Gruver, A fast feature extraction in object recognition using parallel processing on CPU and GPU 2009 IEEE International Conference on Systems, Man and Cybernetics. pp. 3842- 3847 ,(2009) , 10.1109/ICSMC.2009.5346612