IEEE Computer Graphics and Applications
Using Time Skewing to Eliminate Idle Time due to Memory Bandwidth and Network Limitations
IPDPS '00 Proceedings of the 14th International Symposium on Parallel and Distributed Processing
The potential of the cell processor for scientific computing
Proceedings of the 3rd conference on Computing frontiers
Introduction to the cell multiprocessor
IBM Journal of Research and Development - POWER5 and packaging
Implicit and explicit optimizations for stencil computations
Proceedings of the 2006 workshop on Memory system performance and correctness
Speech recognition systems on the cell broadband engine processor
IBM Journal of Research and Development
Data mining on the cell broadband engine
Proceedings of the 22nd annual international conference on Supercomputing
Dependence-based code generation for a CELL processor
LCPC'06 Proceedings of the 19th international conference on Languages and compilers for parallel computing
On implementing motion-based Region of Interest detection on multi-core CELL
Computer Vision and Image Understanding
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Wide-angle lenses are often used in scientific or virtual reality applications to enlarge the field of view of a conventional camera. Wide-angle lens distortion correction is an image warping application which transforms the distorted images back to the natural-looking, central perspective space. This application is characterized by a non-linear streaming memory access pattern that makes main memory bandwidth a key performance limiter. This paper presents the implementation, optimization and evaluation of a wide-angle lens distortion correction algorithm on the Cell Broadband Engine. Cell is a heterogeneous multi-core processor that has been architected to accelerate applications with large degree of thread- and data-level parallelism. We alleviate the `memory wall' inefficiencies by applying source level optimizations such as tiling to better utilize the on-chip memory of the SPE, and maximize data reuse within a frame of pixel data. Using these transformations on the Cell processor, we are able to achieve a 7.27x speedup compared to a Core2 Duo processor, and enable potential applications such as real-time correction for video teleconferencing using cameras with wide-angle lenses. To the best of our knowledge, this is the first paper to describe the mapping and optimization of an image warping application to the Cell BE architecture.