High-performance code generation for stencil computations on GPU architectures
Proceedings of the 26th ACM international conference on Supercomputing
Improving high level synthesis optimization opportunity through polyhedral transformations
Proceedings of the ACM/SIGDA international symposium on Field programmable gate arrays
Polyhedral-based data reuse optimization for configurable computing
Proceedings of the ACM/SIGDA international symposium on Field programmable gate arrays
Improving polyhedral code generation for high-level synthesis
Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis
| Hi-index | 0.00 |
In the clinical applications, medical image registrations on the images taken from different times and/or through different modalities are needed in order to have an objective clinical assessment of the patient. Viscous fluid registration is a powerful PDE-based method that can register large deformations in the imaging process. This paper presents our implementation of the fluid registration algorithm on a multi-FPGA platform Convey HC-1. We obtain a 35X speedup versus single-threaded software on a CPU. The implementation is achieved using a high-level synthesis (HLS) tool, with additional source-code level optimizations including fixed-point conversion, tiling, prefetching, data-reuse, and streaming across modules using a ghost zone (time-tiling) approach. The experience of this case study also identifies further automation steps needed by existing HLS software.