K-means Clustering for Multispectral Images Using Floating-Point Divide

@article{Wang2007KmeansCF,
  title={K-means Clustering for Multispectral Images Using Floating-Point Divide},
  author={Xiaojun Wang and Miriam Leeser},
  journal={15th Annual IEEE Symposium on Field-Programmable Custom Computing Machines (FCCM 2007)},
  year={2007},
  pages={151-162}
}
Many signal processing algorithms can be accelerated using reconfigurable hardware. To achieve a good speedup compared to running software on a general purpose processor, fine-grained control over the bitwidth of each component in the datapath is desired. This goal can be achieved by using NU's variable precision floating-point library. To analyze the usefulness of the floating-point divide unit, we incorporate it into our previous implementation of the Kmeans clustering algorithm applied to… CONTINUE READING

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References

Publications referenced by this paper.
SHOWING 1-10 OF 18 REFERENCES

Advanced Components in the Variable Precision Floating-Point Library

  • 2006 14th Annual IEEE Symposium on Field-Programmable Custom Computing Machines
  • 2006
VIEW 3 EXCERPTS
HIGHLY INFLUENTIAL

An FPGA Implementation of K-Means Clustering for Color Images Based on Kd-Tree

  • 2006 International Conference on Field Programmable Logic and Applications
  • 2006
VIEW 1 EXCERPT

High Speed Document Clustering in Reconfigurable Hardware

  • 2006 International Conference on Field Programmable Logic and Applications
  • 2006
VIEW 2 EXCERPTS

Real-time K-Means Clustering for Color Images on Reconfigurable Hardware

  • 18th International Conference on Pattern Recognition (ICPR'06)
  • 2006
VIEW 1 EXCERPT

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