CV之FR：DIY脚本通过人脸图像得到人脸特征向量并输出多张人脸图片之两两图片之间的距离
目录
输出结果
设计思路
实现代码
计算过程
输出结果
设计思路
实现代码
from scipy import miscimport tensorflow as tfimport numpy as npimport sysimport osimport argparse……
计算过程
prewhitened参数是 [[[ 0.12834621 0.69292342 0.78113861][ 0.12834621 0.69292342 0.78113861][ 0.12834621 0.67528038 0.78113861]...[-1.77710188 -1.77710188 -1.61831454][-1.63595757 -1.65360061 -1.44188416][-1.33602593 -1.35366897 -1.12430948]][[ 0.25184747 0.74585253 0.93992595][ 0.25184747 0.74585253 0.93992595][ 0.28713355 0.74585253 0.93992595]...[-1.77710188 -1.79474492 -1.65360061][-1.75945884 -1.79474492 -1.56538542][-1.63595757 -1.67124365 -1.40659808]][[ 0.28713355 0.78113861 0.97521202][ 0.32241962 0.79878165 0.99285506][ 0.3577057 0.81642468 1.0104981 ]...[-1.77710188 -1.79474492 -1.65360061][-1.77710188 -1.81238795 -1.6006715 ][-1.79474492 -1.81238795 -1.6006715 ]]...[[-0.66559049 -0.41858796 0.07541709][-0.55973227 -0.31272974 0.16363228][-0.5773753 -0.33037278 0.18127532]...[-0.10101328 0.16363228 0.76349557][-0.13629936 0.14598925 0.74585253][-0.25980062 0.05777406 0.65763734]][[-0.82437783 -0.5773753 -0.10101328][-0.66559049 -0.41858796 0.05777406][-0.59501834 -0.34801581 0.16363228]...[-0.13629936 0.09306013 0.71056646][-0.1539424 0.11070317 0.72820949][-0.1539424 0.18127532 0.76349557]][[-0.96552214 -0.71851961 -0.24215759][-0.77144872 -0.52444619 -0.04808417][-0.64794746 -0.40094493 0.11070317]...[-0.18922847 0.05777406 0.67528038][-0.22451455 0.04013102 0.65763734][-0.1539424 0.18127532 0.76349557]]]prewhitened参数是 [[[-0.41843267 0.01911131 0.37196935][-0.41843267 0.00499698 0.35785503][-0.39020402 0.01911131 0.35785503]...[-0.39020402 0.04733995 0.32962638][-0.43254699 0.00499698 0.30139774][-0.44666131 -0.00911734 0.28728342]][[-0.40431834 0.00499698 0.3437407 ][-0.39020402 0.01911131 0.35785503][-0.36197538 0.01911131 0.3437407 ]...[-0.41843267 0.01911131 0.30139774][-0.44666131 -0.00911734 0.28728342][-0.44666131 -0.00911734 0.28728342]][[-0.40431834 0.00499698 0.32962638][-0.41843267 -0.02323166 0.30139774][-0.33374674 0.04733995 0.37196935]...[-0.41843267 0.01911131 0.30139774][-0.44666131 -0.00911734 0.28728342][-0.46077563 -0.02323166 0.2731691 ]]...[[-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729]...[-1.60403568 -1.44877815 -1.19472036][-1.64637865 -1.47700679 -1.25117764][-1.67460729 -1.50523543 -1.27940629]][[-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729]...[-1.60403568 -1.44877815 -1.19472036][-1.61815001 -1.44877815 -1.222949 ][-1.66049297 -1.49112111 -1.26529196]][[-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729]...[-1.60403568 -1.44877815 -1.19472036][-1.58992136 -1.4205495 -1.19472036][-1.64637865 -1.47700679 -1.25117764]]]prewhitened参数是 [[[-0.68576058 -0.65851282 -0.6721367 ][-1.21709198 -1.18984422 -1.2034681 ][-0.94461434 -0.91736658 -0.93099046]...[-1.5849368 -1.5031935 -1.5849368 ][-1.14897257 -1.06722928 -1.18984422][-1.0536054 -0.95823822 -1.09447704]][[-1.08085316 -1.06722928 -1.08085316][-1.36695468 -1.3533308 -1.36695468][-1.5031935 -1.48956962 -1.5031935 ]...[-1.39420245 -1.33970692 -1.39420245][-1.42145021 -1.3533308 -1.44869798][-1.38057857 -1.28521139 -1.40782633]][[-0.98548599 -0.98548599 -1.01273375][-1.06722928 -1.06722928 -1.09447704][-1.25796363 -1.25796363 -1.28521139]...[-1.18984422 -1.18984422 -1.21709198][-1.02635763 -1.02635763 -1.06722928][-1.31245916 -1.29883527 -1.36695468]]...[[ 1.2215829 1.24883066 1.23520678][ 1.23520678 1.26245454 1.24883066][ 1.23520678 1.26245454 1.24883066]...[ 0.43139774 0.44502162 0.49951715][ 0.41777386 0.43139774 0.48589327][ 0.43139774 0.44502162 0.49951715]][[ 1.23520678 1.26245454 1.24883066][ 1.2215829 1.24883066 1.23520678][ 1.20795901 1.23520678 1.2215829 ]...[ 0.48589327 0.49951715 0.55401268][ 0.47226939 0.48589327 0.5403888 ][ 0.47226939 0.48589327 0.5403888 ]][[ 1.19433513 1.2215829 1.20795901][ 1.16708737 1.19433513 1.18071125][ 1.15346349 1.18071125 1.16708737]...[ 0.67662762 0.6902515 0.74474703][ 0.70387538 0.71749926 0.77199479][ 0.73112314 0.74474703 0.79924255]]]prewhitened参数是 [[[-1.35183598 -1.45036667 -1.43805033][-1.32720331 -1.38878499 -1.38878499][-1.35183598 -1.425734 -1.425734 ]...[ 1.43165578 1.41933944 1.46860478][ 1.44397211 1.41933944 1.46860478][ 1.45628845 1.40702311 1.45628845]][[-1.52426468 -1.56121368 -1.54889735][-1.56121368 -1.59816269 -1.58584635][-1.51194834 -1.54889735 -1.53658101]...[ 1.40702311 1.38239044 1.43165578][ 1.41933944 1.39470677 1.44397211][ 1.43165578 1.39470677 1.45628845]][[-1.57353002 -1.59816269 -1.58584635][-1.57353002 -1.59816269 -1.58584635][-1.52426468 -1.54889735 -1.53658101]...[ 1.41933944 1.39470677 1.45628845][ 1.40702311 1.3700741 1.44397211][ 1.44397211 1.41933944 1.46860478]]...[[ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112]...[-0.71138655 -0.77296823 -0.69907022][-0.77296823 -0.8345499 -0.76065189][-0.8345499 -0.89613158 -0.82223357]][[ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112]...[-0.88381524 -0.94539692 -0.87149891][-0.95771326 -1.01929493 -0.94539692][-0.36652917 -0.42811084 -0.35421283]][[ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112]...[-0.8345499 -0.92076425 -0.8345499 ][-0.48969252 -0.57590686 -0.48969252][-0.00935544 -0.09556979 -0.00935544]]]images参数 [[[[ 0.12834621 0.69292342 0.78113861][ 0.12834621 0.69292342 0.78113861][ 0.12834621 0.67528038 0.78113861]...[-1.77710188 -1.77710188 -1.61831454][-1.63595757 -1.65360061 -1.44188416][-1.33602593 -1.35366897 -1.12430948]][[ 0.25184747 0.74585253 0.93992595][ 0.25184747 0.74585253 0.93992595][ 0.28713355 0.74585253 0.93992595]...[-1.77710188 -1.79474492 -1.65360061][-1.75945884 -1.79474492 -1.56538542][-1.63595757 -1.67124365 -1.40659808]][[ 0.28713355 0.78113861 0.97521202][ 0.32241962 0.79878165 0.99285506][ 0.3577057 0.81642468 1.0104981 ]...[-1.77710188 -1.79474492 -1.65360061][-1.77710188 -1.81238795 -1.6006715 ][-1.79474492 -1.81238795 -1.6006715 ]]...[[-0.66559049 -0.41858796 0.07541709][-0.55973227 -0.31272974 0.16363228][-0.5773753 -0.33037278 0.18127532]...[-0.10101328 0.16363228 0.76349557][-0.13629936 0.14598925 0.74585253][-0.25980062 0.05777406 0.65763734]][[-0.82437783 -0.5773753 -0.10101328][-0.66559049 -0.41858796 0.05777406][-0.59501834 -0.34801581 0.16363228]...[-0.13629936 0.09306013 0.71056646][-0.1539424 0.11070317 0.72820949][-0.1539424 0.18127532 0.76349557]][[-0.96552214 -0.71851961 -0.24215759][-0.77144872 -0.52444619 -0.04808417][-0.64794746 -0.40094493 0.11070317]...[-0.18922847 0.05777406 0.67528038][-0.22451455 0.04013102 0.65763734][-0.1539424 0.18127532 0.76349557]]][[[-0.41843267 0.01911131 0.37196935][-0.41843267 0.00499698 0.35785503][-0.39020402 0.01911131 0.35785503]...[-0.39020402 0.04733995 0.32962638][-0.43254699 0.00499698 0.30139774][-0.44666131 -0.00911734 0.28728342]][[-0.40431834 0.00499698 0.3437407 ][-0.39020402 0.01911131 0.35785503][-0.36197538 0.01911131 0.3437407 ]...[-0.41843267 0.01911131 0.30139774][-0.44666131 -0.00911734 0.28728342][-0.44666131 -0.00911734 0.28728342]][[-0.40431834 0.00499698 0.32962638][-0.41843267 -0.02323166 0.30139774][-0.33374674 0.04733995 0.37196935]...[-0.41843267 0.01911131 0.30139774][-0.44666131 -0.00911734 0.28728342][-0.46077563 -0.02323166 0.2731691 ]]...[[-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729]...[-1.60403568 -1.44877815 -1.19472036][-1.64637865 -1.47700679 -1.25117764][-1.67460729 -1.50523543 -1.27940629]][[-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729]...[-1.60403568 -1.44877815 -1.19472036][-1.61815001 -1.44877815 -1.222949 ][-1.66049297 -1.49112111 -1.26529196]][[-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729][-1.67460729 -1.67460729 -1.67460729]...[-1.60403568 -1.44877815 -1.19472036][-1.58992136 -1.4205495 -1.19472036][-1.64637865 -1.47700679 -1.25117764]]][[[-0.68576058 -0.65851282 -0.6721367 ][-1.21709198 -1.18984422 -1.2034681 ][-0.94461434 -0.91736658 -0.93099046]...[-1.5849368 -1.5031935 -1.5849368 ][-1.14897257 -1.06722928 -1.18984422][-1.0536054 -0.95823822 -1.09447704]][[-1.08085316 -1.06722928 -1.08085316][-1.36695468 -1.3533308 -1.36695468][-1.5031935 -1.48956962 -1.5031935 ]...[-1.39420245 -1.33970692 -1.39420245][-1.42145021 -1.3533308 -1.44869798][-1.38057857 -1.28521139 -1.40782633]][[-0.98548599 -0.98548599 -1.01273375][-1.06722928 -1.06722928 -1.09447704][-1.25796363 -1.25796363 -1.28521139]...[-1.18984422 -1.18984422 -1.21709198][-1.02635763 -1.02635763 -1.06722928][-1.31245916 -1.29883527 -1.36695468]]...[[ 1.2215829 1.24883066 1.23520678][ 1.23520678 1.26245454 1.24883066][ 1.23520678 1.26245454 1.24883066]...[ 0.43139774 0.44502162 0.49951715][ 0.41777386 0.43139774 0.48589327][ 0.43139774 0.44502162 0.49951715]][[ 1.23520678 1.26245454 1.24883066][ 1.2215829 1.24883066 1.23520678][ 1.20795901 1.23520678 1.2215829 ]...[ 0.48589327 0.49951715 0.55401268][ 0.47226939 0.48589327 0.5403888 ][ 0.47226939 0.48589327 0.5403888 ]][[ 1.19433513 1.2215829 1.20795901][ 1.16708737 1.19433513 1.18071125][ 1.15346349 1.18071125 1.16708737]...[ 0.67662762 0.6902515 0.74474703][ 0.70387538 0.71749926 0.77199479][ 0.73112314 0.74474703 0.79924255]]][[[-1.35183598 -1.45036667 -1.43805033][-1.32720331 -1.38878499 -1.38878499][-1.35183598 -1.425734 -1.425734 ]...[ 1.43165578 1.41933944 1.46860478][ 1.44397211 1.41933944 1.46860478][ 1.45628845 1.40702311 1.45628845]][[-1.52426468 -1.56121368 -1.54889735][-1.56121368 -1.59816269 -1.58584635][-1.51194834 -1.54889735 -1.53658101]...[ 1.40702311 1.38239044 1.43165578][ 1.41933944 1.39470677 1.44397211][ 1.43165578 1.39470677 1.45628845]][[-1.57353002 -1.59816269 -1.58584635][-1.57353002 -1.59816269 -1.58584635][-1.52426468 -1.54889735 -1.53658101]...[ 1.41933944 1.39470677 1.45628845][ 1.40702311 1.3700741 1.44397211][ 1.44397211 1.41933944 1.46860478]]...[[ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112]...[-0.71138655 -0.77296823 -0.69907022][-0.77296823 -0.8345499 -0.76065189][-0.8345499 -0.89613158 -0.82223357]][[ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112]...[-0.88381524 -0.94539692 -0.87149891][-0.95771326 -1.01929493 -0.94539692][-0.36652917 -0.42811084 -0.35421283]][[ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112][ 1.48092112 1.48092112 1.48092112]...[-0.8345499 -0.92076425 -0.8345499 ][-0.48969252 -0.57590686 -0.48969252][-0.00935544 -0.09556979 -0.00935544]]]](4, 160, 160, 3)
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