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A CUDA implementation of the KMeans algorithm

KMeans algorithm used for image color reduction.

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General info

The goal of this project is to implement KMeans algorithm for image color reduction using CUDA and compare it to standard CPU implementation.

Results

For the 1024x1024 image and K=255 I got:

  • CPU time (I7-6700HQ): 1011.0s
  • GPU time (GTX 960M): 50.6s

Technologies

  • C++
  • CUDA v11.2
  • openCV

Status

Project: finished

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