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Parallel Image Segmentation

This repo implements the quick shift method to segment images on GPU. Memory access is the critical issue due to the size of image, variants of method are evaluated, yield to the conclusion that texture fetching is the most suitable solution. Compared with serial algorithm, this program performs a 130 to 300 times speed up, promises a real time super pixel computation on modest size.

Quickshift Algorithm

Evaluations

Refer to Report.pdf for more detailed numeric evaluation. Here are intuitive image outcomes,

The Image Processing Girl, Lena

The Mystery, Monalisa

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  • Cuda 50.5%
  • C++ 46.5%
  • C 3.0%