Accelerating BP neural network-based image compression by CPU and GPU cooperation

2010 International Conference on Multimedia Technology, ICMT 2010

Volumn , Issue , 2010, Pages

  Lin, Jinxian ^a   Lin, Jianghong ^a  

^a FUZHOU UNIVERSITY   (China)

Author keywords

Back propagation neural network; CUDA; Graphics processing unit; Multi core CPU; OpenMP

Indexed keywords

BACK PROPAGATION NEURAL NETWORKS; CUDA; GRAPHICS PROCESSING UNIT; MULTI CORE; OPENMP;

APPLICATION PROGRAMMING INTERFACES (API); BACKPROPAGATION; COMPUTER GRAPHICS EQUIPMENT; IMAGE COMPRESSION; MULTITASKING; PROGRAM PROCESSORS; TORSIONAL STRESS;

NEURAL NETWORKS;

EID: 79952234640     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMULT.2010.5629832     Document Type: Conference Paper

References (13)

1. John D. Owens, Mike Houston et al, GPU Computing, Proceedings of the IEEE, 2008, pp. 879-899.
2. NVIDIA Corporation, NVIDIA CUDA Compute Unified Device Architecture Programming Guide, http://developer.nvidia.com/object/cuda.html, 2010.
3. Jairo Panetta, Thiago Teixeira et al, Accelerating Kirchhoff Migration by CPU and GPU Cooperation, 21st International Symposium on Computer Architecture and High Performance Computing, 2009, pp.26-32.
4. Ogata, Y. Endo, T. Maruyama, An Efficient, Model-Based CPU-GPU Heterogeneous FFT Library, IEEE International Symposium: Parallel and Distributed Processing, 2008, pp.1-10.
5. Rumelhart D E, Hinton G E, Willians R J, Learning representations by back-propagation error, Nature, 1986, pp.533-536.
6. Shameem Akhter, Jason Roberts, Multi-Core Progeramming, Intel Press Business Unit, 2004, pp.140-160.
7. Bernd Mohr, Allen D. Malony et al, Towards a Performance Tool Interface for OpenMP: An Approach Based on Directive Rewriting, The 2nd Annual Los Alamos Computer Science Institute Symposium, 2001.
8. Honghoon Jang, Anjin Park et al, Neural Network Implementation using CUDA and OpenMP, Digital Image Computing: Techniques and Applications, 2008, pp.155-161.
9. R. D. Dony, S. Haykin, Neural network approaches to image compression, Proc. IEEE 83 (2), 1995, pp. 288-303.
10. S. Carrato. Neural networks for image compression, Neural Networks: Adv. and Appl. 2ed, 1992, pp.177-198.
11. A. Namphol, S. Chin, M. Arozullah, Image compression with a hierarchical neural network IEEE Trans, Aerospace Electronic Systems 32 (1), 1996, pp. 326-337.
12. Robert D. Dony, Neural Network Approaches to Image Compression, Proceedings of the IEEE, VOL. 83, NO. 2, 1995, pp. 288-303.
13. J. Jiang, Image compression with neural networks, Signal Processing: Image Communication, 1999, pp.737-766.