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Video medical compression algorithms based on the 3D wavelet transform obtain both excellent compression rates and very good quality, at the expense of a higher execution time.
Numerical results comparing PIA with RGA over a real test case show that both algorithms produce solutions with similar quality from the users viewpoint (in terms of in-vehicle travel time), while the former produces better solutions from the operators viewpoint (in terms of number of routes and total route duration) and requires a higher execution time.
Although when dealing with a stiff system of ODEs the new algorithm is shown to provide equal accuracy with that delivered by LSODE at the cost of higher execution time, the results indicate that its performance could be superior when facing a stiff system of PDEs.
Wavelet-based image processing systems are typically implemented with memory-intensive algorithms and with higher execution time than other encoders based on other transforms like discrete cosine transform.
The slightly higher execution time of the proposed approach, when compared to the FDoG, is partly explained by the pre- and post-processing steps of the proposed approach, which are not required in the other compared algorithms.
The paper shows that the PSO and GA algorithm have a comparable solution quality and convergence time, while ACO has a significant higher execution time and delivers a slightly worse solution.
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Other, global methods can yield better results but also imply higher execution times.
More complex clustering techniques such as fuzzy k-means and in particular Dirichlet clustering and Latent Dirichlet Allocation incur significantly higher execution times of over 10 minutes, approximately 4 hours and 56 minutes respectively.
Allocating too many computing nodes can lead to high execution time.
Indeed, a high number of evaluated levels per negative example will bring a high execution time.
The main reason supporting the redesign of the pipeline stages is the high execution time for the velocities function.
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