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Analysis of Profiling Data
All the Similarity metrics were calculated for an image of size 4000x4000x3 MSE, PSNR, SSIM, MS-SSIM, UQI are calculated. Profiling data has been committed to differ.
Analysis of Profiling Data - some important points
Total elapsed time = 172.99 seconds
- The following 5 main functions responsible for 81% of total time
calcMSSSIM::compare(_IplImage*, _IplImage*, Colorspace) [4] = 87.79sec
calcSSIM::compare(_IplImage*, _IplImage*, Colorspace) [3] = 17.35sec
calcQualityIndex::compare(_IplImage*, _IplImage*, Colorspace) [17] = 15.78sec
calcMSE::compare(_IplImage*, _IplImage*, Colorspace) [43] = 2.66sec
calcPSNR::compare(_IplImage*, _IplImage*, Colorspace) [44] = 2.66sec
- Calculatin SSIM takes most of the time i.e. 65% since it is used by both SSIM and MS-SSIM
calcSSIM::compare(_IplImage*, _IplImage*, Colorspace) [3] = 65.8% of total time spent = 104.08sec
- Individual functions in order of most time expensive -
cvSmooth = 31.9% 50.51 secs 211 calls cvPow [11] = 11.6% 18.34secs 180calls cvMul [14] = 10.8% 17.11secs 168calls cvDiv [22] = 6.7% 10.59secs 78calls cvSub [27] = 5.2% 8.20secs 126calls cvAdd [34] = 3.5% 5.46sec 84calls cvAddS [38] = 1.7% 2.70secs 144calls
sum total of above =