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Performance evaluation for inferencing Model on Android #3

Open bearprada opened 6 years ago

bearprada commented 6 years ago

Test Environment

Device : Android 7.0, Samsung S7,
ML Model : @x4base (90.122MB, 44 classes) https://github.com/plant-tw/PlantsCam-Android/issues/4 Testing duration : around 1 mins

Conclusion

client side need to deal with 4 Operation for image classification. overall performance is around FPS 1. Inference operation will speed up when running more time.

  1. YUVtoRGB(~30ms)
  2. CropRGBImage(~5ms)
  3. CopyPixel(for ML Model)(~20ms)
  4. Inference(from 830ms to 1580ms)

Log

>>>>> OP1 : toRGB   AVG :30.0ms     FPS : 33.333332
>>>>> OP2 : crop    AVG :11.0ms     FPS : 90.90909
>>>>> OP3 : copyPixel   AVG :93.0ms     FPS : 10.752688
>>>>> OP4 : recognize   AVG : 1586.0ms      FPS : 0.630517

>>>>> OP1 : toRGB   AVG :31.5ms     FPS : 31.74603
>>>>> OP2 : crop    AVG :7.5ms      FPS : 133.33333
>>>>> OP3 : copyPixel   AVG :55.5ms     FPS : 18.018019
>>>>> OP4 : recognize   AVG : 1287.5ms      FPS : 0.776699

>>>>> OP1 : toRGB   AVG :32.333332ms        FPS : 30.927835
>>>>> OP2 : crop    AVG :7.0ms      FPS : 142.85715
>>>>> OP3 : copyPixel   AVG :41.666668ms        FPS : 24.0
>>>>> OP4 : recognize   AVG : 1131.3334ms       FPS : 0.88391274

>>>>> OP1 : toRGB   AVG :32.25ms        FPS : 31.007751
>>>>> OP2 : crop    AVG :6.25ms     FPS : 160.0
>>>>> OP3 : copyPixel   AVG :35.5ms     FPS : 28.169014
>>>>> OP4 : recognize   AVG : 1056.0ms      FPS : 0.9469697

>>>>> OP1 : toRGB   AVG :33.4ms     FPS : 29.940119
>>>>> OP2 : crop    AVG :5.8ms      FPS : 172.41379
>>>>> OP3 : copyPixel   AVG :32.0ms     FPS : 31.25
>>>>> OP4 : recognize   AVG : 984.0ms       FPS : 1.0162601

06-02 11:02:16.508 >>>>> OP1 : toRGB    AVG :34.0ms     FPS : 29.411764
>>>>> OP2 : crop    AVG :5.3333335ms        FPS : 187.5
>>>>> OP3 : copyPixel   AVG :29.166666ms        FPS : 34.285713
>>>>> OP4 : recognize   AVG : 934.5ms       FPS : 1.070091

06-02 11:02:17.407 >>>>> OP1 : toRGB    AVG :32.0ms     FPS : 31.25
>>>>> OP2 : crop    AVG :5.142857ms     FPS : 194.44444
>>>>> OP3 : copyPixel   AVG :26.857143ms        FPS : 37.234043
>>>>> OP4 : recognize   AVG : 923.7143ms        FPS : 1.0825858

06-02 11:02:18.446 >>>>> OP1 : toRGB    AVG :32.125ms       FPS : 31.128405
>>>>> OP2 : crop    AVG :5.25ms     FPS : 190.4762
>>>>> OP3 : copyPixel   AVG :25.25ms        FPS : 39.603962
>>>>> OP4 : recognize   AVG : 931.25ms      FPS : 1.0738255

06-02 11:02:19.750 >>>>> OP1 : toRGB    AVG :32.555557ms        FPS : 30.716722
>>>>> OP2 : crop    AVG :5.0ms      FPS : 200.0
>>>>> OP3 : copyPixel   AVG :24.0ms     FPS : 41.666668
>>>>> OP4 : recognize   AVG : 966.55554ms       FPS : 1.0346017

06-02 11:02:20.633 >>>>> OP1 : toRGB    AVG :33.2ms     FPS : 30.120481
>>>>> OP2 : crop    AVG :5.0ms      FPS : 200.0
>>>>> OP3 : copyPixel   AVG :23.3ms     FPS : 42.918457
>>>>> OP4 : recognize   AVG : 951.9ms       FPS : 1.0505304

06-02 11:02:21.771 >>>>> OP1 : toRGB    AVG :33.909092ms        FPS : 29.490616
>>>>> OP2 : crop    AVG :4.909091ms     FPS : 203.7037
>>>>> OP3 : copyPixel   AVG :22.545454ms        FPS : 44.35484
>>>>> OP4 : recognize   AVG : 963.2727ms        FPS : 1.0381277

06-02 11:02:22.751 >>>>> OP1 : toRGB    AVG :34.25ms        FPS : 29.19708
>>>>> OP2 : crop    AVG :4.9166665ms        FPS : 203.38983
>>>>> OP3 : copyPixel   AVG :22.25ms        FPS : 44.94382
>>>>> OP4 : recognize   AVG : 959.1667ms        FPS : 1.0425717

06-02 11:02:23.670 >>>>> OP1 : toRGB    AVG :34.307693ms        FPS : 29.147982
>>>>> OP2 : crop    AVG :4.923077ms     FPS : 203.125
>>>>> OP3 : copyPixel   AVG :21.692308ms        FPS : 46.09929
>>>>> OP4 : recognize   AVG : 951.7692ms        FPS : 1.0506749

06-02 11:02:24.653 >>>>> OP1 : toRGB    AVG :35.07143ms     FPS : 28.513237
>>>>> OP2 : crop    AVG :4.857143ms     FPS : 205.88235
>>>>> OP3 : copyPixel   AVG :21.285715ms        FPS : 46.979862
>>>>> OP4 : recognize   AVG : 949.2143ms        FPS : 1.0535029

06-02 11:02:25.786 >>>>> OP1 : toRGB    AVG :34.8ms     FPS : 28.735632
>>>>> OP2 : crop    AVG :4.733333ms     FPS : 211.26761
>>>>> OP3 : copyPixel   AVG :20.866667ms        FPS : 47.92332
>>>>> OP4 : recognize   AVG : 958.13336ms       FPS : 1.043696

06-02 11:02:26.871 >>>>> OP1 : toRGB    AVG :35.375ms       FPS : 28.26855
>>>>> OP2 : crop    AVG :4.9375ms       FPS : 202.53165
>>>>> OP3 : copyPixel   AVG :21.25ms        FPS : 47.058823
>>>>> OP4 : recognize   AVG : 961.0625ms        FPS : 1.0405151

06-02 11:02:27.770 >>>>> OP1 : toRGB    AVG :35.941177ms        FPS : 27.82324
>>>>> OP2 : crop    AVG :4.882353ms     FPS : 204.81927
>>>>> OP3 : copyPixel   AVG :21.117647ms        FPS : 47.35376
>>>>> OP4 : recognize   AVG : 953.35297ms       FPS : 1.0489295

06-02 11:02:28.541 >>>>> OP1 : toRGB    AVG :37.0ms     FPS : 27.027027
>>>>> OP2 : crop    AVG :4.8333335ms        FPS : 206.89655
>>>>> OP3 : copyPixel   AVG :20.833334ms        FPS : 48.0
>>>>> OP4 : recognize   AVG : 939.0ms       FPS : 1.0649627

06-02 11:02:29.359 >>>>> OP1 : toRGB    AVG :37.05263ms     FPS : 26.988636
>>>>> OP2 : crop    AVG :4.736842ms     FPS : 211.11111
>>>>> OP3 : copyPixel   AVG :20.68421ms     FPS : 48.346058
>>>>> OP4 : recognize   AVG : 929.5263ms        FPS : 1.0758168

06-02 11:02:30.277 >>>>> OP1 : toRGB    AVG :36.9ms     FPS : 27.10027
>>>>> OP2 : crop    AVG :4.65ms     FPS : 215.05376
>>>>> OP3 : copyPixel   AVG :20.45ms        FPS : 48.899754
>>>>> OP4 : recognize   AVG : 926.2ms       FPS : 1.0796804

06-02 11:02:31.076 >>>>> OP1 : toRGB    AVG :36.809525ms        FPS : 27.166882
>>>>> OP2 : crop    AVG :4.6190476ms        FPS : 216.49484
>>>>> OP3 : copyPixel   AVG :20.238094ms        FPS : 49.411766
>>>>> OP4 : recognize   AVG : 917.4762ms        FPS : 1.0899465

06-02 11:02:31.780 >>>>> OP1 : toRGB    AVG :36.954544ms        FPS : 27.060272
>>>>> OP2 : crop    AVG :4.5454545ms        FPS : 220.0
>>>>> OP3 : copyPixel   AVG :20.136364ms        FPS : 49.6614
>>>>> OP4 : recognize   AVG : 905.0ms       FPS : 1.1049724

06-02 11:02:32.734 >>>>> OP1 : toRGB    AVG :36.869564ms        FPS : 27.122643
>>>>> OP2 : crop    AVG :4.521739ms     FPS : 221.15385
>>>>> OP3 : copyPixel   AVG :20.086956ms        FPS : 49.78355
>>>>> OP4 : recognize   AVG : 904.5217ms        FPS : 1.1055566

06-02 11:02:33.526 >>>>> OP1 : toRGB    AVG :37.166668ms        FPS : 26.905828
>>>>> OP2 : crop    AVG :4.625ms        FPS : 216.21622
>>>>> OP3 : copyPixel   AVG :20.0ms     FPS : 50.0
>>>>> OP4 : recognize   AVG : 896.8333ms        FPS : 1.1150345

06-02 11:02:34.558 >>>>> OP1 : toRGB    AVG :37.36ms        FPS : 26.766594
>>>>> OP2 : crop    AVG :4.64ms     FPS : 215.51724
>>>>> OP3 : copyPixel   AVG :19.84ms        FPS : 50.403225
>>>>> OP4 : recognize   AVG : 899.64ms      FPS : 1.1115557

06-02 11:02:35.761 >>>>> OP1 : toRGB    AVG :38.076923ms        FPS : 26.262627
>>>>> OP2 : crop    AVG :4.6923075ms        FPS : 213.11476
>>>>> OP3 : copyPixel   AVG :19.615385ms        FPS : 50.980392
>>>>> OP4 : recognize   AVG : 908.3461ms        FPS : 1.100902

06-02 11:02:36.758 >>>>> OP1 : toRGB    AVG :37.925926ms        FPS : 26.367188
>>>>> OP2 : crop    AVG :4.740741ms     FPS : 210.9375
>>>>> OP3 : copyPixel   AVG :19.518518ms        FPS : 51.2334
>>>>> OP4 : recognize   AVG : 909.4815ms        FPS : 1.0995276

06-02 11:02:37.769 >>>>> OP1 : toRGB    AVG :37.714287ms        FPS : 26.51515
>>>>> OP2 : crop    AVG :4.714286ms     FPS : 212.1212
>>>>> OP3 : copyPixel   AVG :19.392857ms        FPS : 51.56538
>>>>> OP4 : recognize   AVG : 911.0714ms        FPS : 1.0976088

06-02 11:02:38.755 >>>>> OP1 : toRGB    AVG :37.517242ms        FPS : 26.654411
>>>>> OP2 : crop    AVG :4.6896553ms        FPS : 213.23529
>>>>> OP3 : copyPixel   AVG :19.241379ms        FPS : 51.97133
>>>>> OP4 : recognize   AVG : 911.89655ms       FPS : 1.0966157

06-02 11:02:39.677 >>>>> OP1 : toRGB    AVG :37.533333ms        FPS : 26.642984
>>>>> OP2 : crop    AVG :4.633333ms     FPS : 215.82735
>>>>> OP3 : copyPixel   AVG :19.333334ms        FPS : 51.724136
>>>>> OP4 : recognize   AVG : 910.06665ms       FPS : 1.0988206

06-02 11:02:40.506 >>>>> OP1 : toRGB    AVG :38.258064ms        FPS : 26.13828
>>>>> OP2 : crop    AVG :4.645161ms     FPS : 215.27779
>>>>> OP3 : copyPixel   AVG :19.193548ms        FPS : 52.10084
>>>>> OP4 : recognize   AVG : 904.8387ms        FPS : 1.1051694

06-02 11:02:41.495 >>>>> OP1 : toRGB    AVG :38.28125ms     FPS : 26.12245
>>>>> OP2 : crop    AVG :4.59375ms      FPS : 217.68707
>>>>> OP3 : copyPixel   AVG :19.03125ms     FPS : 52.545155
>>>>> OP4 : recognize   AVG : 905.6875ms        FPS : 1.1041336

06-02 11:02:42.393 >>>>> OP1 : toRGB    AVG :38.484848ms        FPS : 25.984253
>>>>> OP2 : crop    AVG :4.5757575ms        FPS : 218.54305
>>>>> OP3 : copyPixel   AVG :18.90909ms     FPS : 52.884617
>>>>> OP4 : recognize   AVG : 903.48486ms       FPS : 1.1068254

06-02 11:02:43.285 >>>>> OP1 : toRGB    AVG :38.67647ms     FPS : 25.855513
>>>>> OP2 : crop    AVG :4.529412ms     FPS : 220.77922
>>>>> OP3 : copyPixel   AVG :18.794117ms        FPS : 53.20814
>>>>> OP4 : recognize   AVG : 901.2647ms        FPS : 1.1095519

06-02 11:02:44.176 >>>>> OP1 : toRGB    AVG :38.57143ms     FPS : 25.925924
>>>>> OP2 : crop    AVG :4.542857ms     FPS : 220.12578
>>>>> OP3 : copyPixel   AVG :18.8ms     FPS : 53.19149
>>>>> OP4 : recognize   AVG : 899.25714ms       FPS : 1.112029

06-02 11:02:45.248 >>>>> OP1 : toRGB    AVG :38.5ms     FPS : 25.974026
>>>>> OP2 : crop    AVG :4.5ms      FPS : 222.22223
>>>>> OP3 : copyPixel   AVG :18.75ms        FPS : 53.333332
>>>>> OP4 : recognize   AVG : 902.44446ms       FPS : 1.1081015

06-02 11:02:45.896 >>>>> OP1 : toRGB    AVG :38.405407ms        FPS : 26.038
>>>>> OP2 : crop    AVG :4.4594593ms        FPS : 224.24243
>>>>> OP3 : copyPixel   AVG :18.675676ms        FPS : 53.545586
>>>>> OP4 : recognize   AVG : 893.97296ms       FPS : 1.118602

06-02 11:02:46.909 >>>>> OP1 : toRGB    AVG :38.894737ms        FPS : 25.710419
>>>>> OP2 : crop    AVG :4.4736843ms        FPS : 223.5294
>>>>> OP3 : copyPixel   AVG :18.81579ms     FPS : 53.14685
>>>>> OP4 : recognize   AVG : 894.8158ms        FPS : 1.1175485

06-02 11:02:47.542 >>>>> OP1 : toRGB    AVG :38.974358ms        FPS : 25.657896
>>>>> OP2 : crop    AVG :4.5128207ms        FPS : 221.5909
>>>>> OP3 : copyPixel   AVG :18.76923ms     FPS : 53.27869
>>>>> OP4 : recognize   AVG : 886.4103ms        FPS : 1.1281458

06-02 11:02:48.242 >>>>> OP1 : toRGB    AVG :38.925ms       FPS : 25.690432
>>>>> OP2 : crop    AVG :4.475ms        FPS : 223.4637
>>>>> OP3 : copyPixel   AVG :18.7ms     FPS : 53.475933
>>>>> OP4 : recognize   AVG : 880.325ms     FPS : 1.1359441

06-02 11:02:48.908 >>>>> OP1 : toRGB    AVG :39.292683ms        FPS : 25.450031
>>>>> OP2 : crop    AVG :4.4634147ms        FPS : 224.04372
>>>>> OP3 : copyPixel   AVG :18.609756ms        FPS : 53.735256
>>>>> OP4 : recognize   AVG : 873.29266ms       FPS : 1.1450915

06-02 11:02:49.734 >>>>> OP1 : toRGB    AVG :39.333332ms        FPS : 25.423729
>>>>> OP2 : crop    AVG :4.428571ms     FPS : 225.80646
>>>>> OP3 : copyPixel   AVG :18.595238ms        FPS : 53.77721
>>>>> OP4 : recognize   AVG : 870.6667ms        FPS : 1.1485451

06-02 11:02:50.680 >>>>> OP1 : toRGB    AVG :39.255814ms        FPS : 25.473934
>>>>> OP2 : crop    AVG :4.418605ms     FPS : 226.31578
>>>>> OP3 : copyPixel   AVG :18.60465ms     FPS : 53.750004
>>>>> OP4 : recognize   AVG : 871.02325ms       FPS : 1.148075

06-02 11:02:51.461 >>>>> OP1 : toRGB    AVG :39.295456ms        FPS : 25.448235
>>>>> OP2 : crop    AVG :4.409091ms     FPS : 226.80412
>>>>> OP3 : copyPixel   AVG :18.613636ms        FPS : 53.724056
>>>>> OP4 : recognize   AVG : 867.4773ms        FPS : 1.1527679

06-02 11:02:52.157 >>>>> OP1 : toRGB    AVG :39.244446ms        FPS : 25.481314
>>>>> OP2 : crop    AVG :4.3777776ms        FPS : 228.4264
>>>>> OP3 : copyPixel   AVG :18.555555ms        FPS : 53.892216
>>>>> OP4 : recognize   AVG : 862.3778ms        FPS : 1.1595845

06-02 11:02:52.804 >>>>> OP1 : toRGB    AVG :39.369564ms        FPS : 25.400331
>>>>> OP2 : crop    AVG :4.347826ms     FPS : 230.0
>>>>> OP3 : copyPixel   AVG :18.47826ms     FPS : 54.11765
>>>>> OP4 : recognize   AVG : 856.3261ms        FPS : 1.1677794

06-02 11:02:53.788 >>>>> OP1 : toRGB    AVG :39.255318ms        FPS : 25.474257
>>>>> OP2 : crop    AVG :4.319149ms     FPS : 231.52708
>>>>> OP3 : copyPixel   AVG :18.382978ms        FPS : 54.398148
>>>>> OP4 : recognize   AVG : 857.8936ms        FPS : 1.1656457

06-02 11:02:54.467 >>>>> OP1 : toRGB    AVG :39.291668ms        FPS : 25.45069
>>>>> OP2 : crop    AVG :4.375ms        FPS : 228.57143
>>>>> OP3 : copyPixel   AVG :18.375ms       FPS : 54.42177
>>>>> OP4 : recognize   AVG : 852.75ms      FPS : 1.1726767

06-02 11:02:55.239 >>>>> OP1 : toRGB    AVG :39.2449ms      FPS : 25.481018
>>>>> OP2 : crop    AVG :4.3469386ms        FPS : 230.04695
>>>>> OP3 : copyPixel   AVG :18.34694ms     FPS : 54.505005
>>>>> OP4 : recognize   AVG : 849.89795ms       FPS : 1.1766119

06-02 11:02:56.084 >>>>> OP1 : toRGB    AVG :39.56ms        FPS : 25.278057
>>>>> OP2 : crop    AVG :4.4ms      FPS : 227.27272
>>>>> OP3 : copyPixel   AVG :18.5ms     FPS : 54.054054
>>>>> OP4 : recognize   AVG : 848.04ms      FPS : 1.1791897

06-02 11:02:56.725 >>>>> OP1 : toRGB    AVG :39.509804ms        FPS : 25.310173
>>>>> OP2 : crop    AVG :4.372549ms     FPS : 228.69955
>>>>> OP3 : copyPixel   AVG :18.431372ms        FPS : 54.25532
>>>>> OP4 : recognize   AVG : 842.86273ms       FPS : 1.1864328

06-02 11:02:57.432 >>>>> OP1 : toRGB    AVG :39.442307ms        FPS : 25.353487
>>>>> OP2 : crop    AVG :4.3653846ms        FPS : 229.07489
>>>>> OP3 : copyPixel   AVG :18.403847ms        FPS : 54.336468
>>>>> OP4 : recognize   AVG : 839.13464ms       FPS : 1.1917039

06-02 11:02:58.201 >>>>> OP1 : toRGB    AVG :39.5283ms      FPS : 25.29833
>>>>> OP2 : crop    AVG :4.3396225ms        FPS : 230.43478
>>>>> OP3 : copyPixel   AVG :18.320755ms        FPS : 54.582905
>>>>> OP4 : recognize   AVG : 836.6415ms        FPS : 1.1952552

06-02 11:02:59.063 >>>>> OP1 : toRGB    AVG :39.48148ms     FPS : 25.328331
>>>>> OP2 : crop    AVG :4.3333335ms        FPS : 230.76923
>>>>> OP3 : copyPixel   AVG :18.333334ms        FPS : 54.545452
>>>>> OP4 : recognize   AVG : 835.96295ms       FPS : 1.1962253

06-02 11:02:59.888 >>>>> OP1 : toRGB    AVG :39.47273ms     FPS : 25.333946
>>>>> OP2 : crop    AVG :4.327273ms     FPS : 231.09242
>>>>> OP3 : copyPixel   AVG :18.345455ms        FPS : 54.509415
>>>>> OP4 : recognize   AVG : 834.61816ms       FPS : 1.1981527

06-02 11:03:00.727 >>>>> OP1 : toRGB    AVG :39.482143ms        FPS : 25.327906
>>>>> OP2 : crop    AVG :4.321429ms     FPS : 231.40495
>>>>> OP3 : copyPixel   AVG :18.357143ms        FPS : 54.474705
>>>>> OP4 : recognize   AVG : 833.5357ms        FPS : 1.1997087

06-02 11:03:01.549 >>>>> OP1 : toRGB    AVG :39.473682ms        FPS : 25.333334
>>>>> OP2 : crop    AVG :4.3157897ms        FPS : 231.7073
>>>>> OP3 : copyPixel   AVG :18.385965ms        FPS : 54.389313
>>>>> OP4 : recognize   AVG : 832.1579ms        FPS : 1.201695

06-02 11:03:02.555 >>>>> OP1 : toRGB    AVG :39.46552ms     FPS : 25.338575
>>>>> OP2 : crop    AVG :4.293103ms     FPS : 232.93173
>>>>> OP3 : copyPixel   AVG :18.37931ms     FPS : 54.409004
>>>>> OP4 : recognize   AVG : 834.069ms     FPS : 1.1989416

06-02 11:03:03.407 >>>>> OP1 : toRGB    AVG :39.440678ms        FPS : 25.354534
>>>>> OP2 : crop    AVG :4.2711864ms        FPS : 234.12698
>>>>> OP3 : copyPixel   AVG :18.38983ms     FPS : 54.377884
>>>>> OP4 : recognize   AVG : 833.339ms     FPS : 1.1999918

06-02 11:03:04.207 >>>>> OP1 : toRGB    AVG :39.433334ms        FPS : 25.359255
>>>>> OP2 : crop    AVG :4.3166666ms        FPS : 231.66023
>>>>> OP3 : copyPixel   AVG :18.4ms     FPS : 54.347828
>>>>> OP4 : recognize   AVG : 831.6667ms        FPS : 1.2024047

06-02 11:03:05.217 >>>>> OP1 : toRGB    AVG :39.393444ms        FPS : 25.384935
>>>>> OP2 : crop    AVG :4.3114753ms        FPS : 231.93916
>>>>> OP3 : copyPixel   AVG :18.42623ms     FPS : 54.270462
>>>>> OP4 : recognize   AVG : 833.54095ms       FPS : 1.1997011

06-02 11:03:06.158 >>>>> OP1 : toRGB    AVG :39.85484ms     FPS : 25.091055
>>>>> OP2 : crop    AVG :4.290323ms     FPS : 233.0827
>>>>> OP3 : copyPixel   AVG :18.435484ms        FPS : 54.24322
>>>>> OP4 : recognize   AVG : 833.8226ms        FPS : 1.1992959

>>>>> OP1 : toRGB   AVG :39.79365ms     FPS : 25.129637
>>>>> OP2 : crop    AVG :4.269841ms     FPS : 234.20074
>>>>> OP3 : copyPixel   AVG :18.36508ms     FPS : 54.451164
>>>>> OP4 : recognize   AVG : 828.63495ms       FPS : 1.206804
bearprada commented 6 years ago

Test Environment

Device: Android 7.0, Samsung S7,
ML Model: @x4base (13.1MB, 79 classes) retrain by mobilenet https://github.com/plant-tw/PlantsCam-Android/issues/4 Testing duration : around 1 mins

Conclusion

client side needs to deal with 4 Operation for image classification. overall performance is around FPS 3. Inference operation will speed up when running more time.

  1. YUVtoRGB(~30ms)
  2. CropRGBImage(~5ms)
  3. CopyPixel(for ML Model)(~20ms)
  4. Inference(from 270ms ~ 290ms)

Log

07-07 14:18:54.414 19379-22782/prada.lab.android.plantscamera I/System.out: 417ms
    >>>>> OP1 : toRGB   AVG :40.625ms       FPS : 24.615385
    >>>>> OP2 : crop    AVG :6.984375ms     FPS : 143.17673
    >>>>> OP3 : copyPixel   AVG :51.421875ms        FPS : 19.446976
    >>>>> OP4 : recognize   AVG : 340.53125ms       FPS : 2.936588
07-07 14:18:54.907 19379-22782/prada.lab.android.plantscamera I/System.out: 373ms
    >>>>> OP1 : toRGB   AVG :40.56923ms     FPS : 24.649223
    >>>>> OP2 : crop    AVG :6.9846153ms        FPS : 143.17181
    >>>>> OP3 : copyPixel   AVG :51.476925ms        FPS : 19.42618
    >>>>> OP4 : recognize   AVG : 341.04614ms       FPS : 2.9321547
07-07 14:18:55.459 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.545456ms        FPS : 24.663677
    >>>>> OP2 : crop    AVG :7.0ms      FPS : 142.85715
    >>>>> OP3 : copyPixel   AVG :51.560608ms        FPS : 19.394651
    >>>>> OP4 : recognize   AVG : 342.24243ms       FPS : 2.9219053
07-07 14:18:55.946 19379-22782/prada.lab.android.plantscamera I/System.out: 355ms
    >>>>> OP1 : toRGB   AVG :40.49254ms     FPS : 24.695908
    >>>>> OP2 : crop    AVG :7.0149255ms        FPS : 142.55319
    >>>>> OP3 : copyPixel   AVG :51.671642ms        FPS : 19.352976
    >>>>> OP4 : recognize   AVG : 342.43283ms       FPS : 2.9202807
07-07 14:18:56.447 19379-22782/prada.lab.android.plantscamera I/System.out: 374ms
    >>>>> OP1 : toRGB   AVG :40.5ms     FPS : 24.691359
07-07 14:18:56.448 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.0147057ms        FPS : 142.55766
    >>>>> OP3 : copyPixel   AVG :51.72059ms     FPS : 19.33466
    >>>>> OP4 : recognize   AVG : 342.91177ms       FPS : 2.916202
07-07 14:18:57.034 19379-22782/prada.lab.android.plantscamera I/System.out: 463ms
    >>>>> OP1 : toRGB   AVG :40.391304ms        FPS : 24.757805
    >>>>> OP2 : crop    AVG :7.0289855ms        FPS : 142.26804
    >>>>> OP3 : copyPixel   AVG :51.782608ms        FPS : 19.311502
    >>>>> OP4 : recognize   AVG : 344.66666ms       FPS : 2.901354
07-07 14:18:57.514 19379-22782/prada.lab.android.plantscamera I/System.out: 326ms
    >>>>> OP1 : toRGB   AVG :40.3ms     FPS : 24.813896
    >>>>> OP2 : crop    AVG :7.042857ms     FPS : 141.98782
    >>>>> OP3 : copyPixel   AVG :51.857143ms        FPS : 19.283747
    >>>>> OP4 : recognize   AVG : 344.41428ms       FPS : 2.90348
07-07 14:18:58.044 19379-22782/prada.lab.android.plantscamera I/System.out: 419ms
    >>>>> OP1 : toRGB   AVG :40.25352ms     FPS : 24.842546
    >>>>> OP2 : crop    AVG :7.0422535ms        FPS : 142.0
    >>>>> OP3 : copyPixel   AVG :51.90141ms     FPS : 19.2673
    >>>>> OP4 : recognize   AVG : 345.47888ms       FPS : 2.894533
07-07 14:18:58.527 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.27778ms     FPS : 24.827585
    >>>>> OP2 : crop    AVG :7.0555553ms        FPS : 141.73228
    >>>>> OP3 : copyPixel   AVG :51.930557ms        FPS : 19.256485
    >>>>> OP4 : recognize   AVG : 345.66666ms       FPS : 2.8929605
07-07 14:18:58.995 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.342464ms        FPS : 24.787777
    >>>>> OP2 : crop    AVG :7.1232877ms        FPS : 140.38461
    >>>>> OP3 : copyPixel   AVG :51.90411ms     FPS : 19.266296
    >>>>> OP4 : recognize   AVG : 345.71234ms       FPS : 2.8925784
07-07 14:18:59.496 19379-22782/prada.lab.android.plantscamera I/System.out: 382ms
    >>>>> OP1 : toRGB   AVG :40.2973ms      FPS : 24.81556
07-07 14:18:59.497 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.1216216ms        FPS : 140.41745
    >>>>> OP3 : copyPixel   AVG :51.932434ms        FPS : 19.255789
    >>>>> OP4 : recognize   AVG : 346.21622ms       FPS : 2.8883684
07-07 14:18:59.935 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.28ms        FPS : 24.826218
    >>>>> OP2 : crop    AVG :7.133333ms     FPS : 140.18692
    >>>>> OP3 : copyPixel   AVG :51.986668ms        FPS : 19.2357
    >>>>> OP4 : recognize   AVG : 345.81332ms       FPS : 2.8917336
07-07 14:19:00.485 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.263157ms        FPS : 24.836601
    >>>>> OP2 : crop    AVG :7.144737ms     FPS : 139.96317
    >>>>> OP3 : copyPixel   AVG :51.986843ms        FPS : 19.235636
    >>>>> OP4 : recognize   AVG : 346.6842ms        FPS : 2.8844695
07-07 14:19:00.982 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.18182ms     FPS : 24.886877
    >>>>> OP2 : crop    AVG :7.142857ms     FPS : 140.0
    >>>>> OP3 : copyPixel   AVG :52.05195ms     FPS : 19.211576
    >>>>> OP4 : recognize   AVG : 347.0779ms        FPS : 2.8811975
07-07 14:19:01.467 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.128204ms        FPS : 24.920128
    >>>>> OP2 : crop    AVG :7.1410255ms        FPS : 140.0359
    >>>>> OP3 : copyPixel   AVG :52.089745ms        FPS : 19.197638
    >>>>> OP4 : recognize   AVG : 347.28204ms       FPS : 2.879504
07-07 14:19:01.934 19379-22782/prada.lab.android.plantscamera I/System.out: 360ms
    >>>>> OP1 : toRGB   AVG :40.088608ms        FPS : 24.944742
    >>>>> OP2 : crop    AVG :7.126582ms     FPS : 140.31972
    >>>>> OP3 : copyPixel   AVG :52.126583ms        FPS : 19.18407
    >>>>> OP4 : recognize   AVG : 347.4557ms        FPS : 2.8780649
07-07 14:19:02.407 19379-22782/prada.lab.android.plantscamera I/System.out: 334ms
    >>>>> OP1 : toRGB   AVG :40.025ms       FPS : 24.984385
    >>>>> OP2 : crop    AVG :7.125ms        FPS : 140.35088
    >>>>> OP3 : copyPixel   AVG :52.1625ms      FPS : 19.17086
    >>>>> OP4 : recognize   AVG : 347.3ms       FPS : 2.8793552
07-07 14:19:02.954 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.987656ms        FPS : 25.007717
    >>>>> OP2 : crop    AVG :7.1358023ms        FPS : 140.13841
    >>>>> OP3 : copyPixel   AVG :52.23457ms     FPS : 19.14441
    >>>>> OP4 : recognize   AVG : 348.4321ms        FPS : 2.8699996
07-07 14:19:03.473 19379-22782/prada.lab.android.plantscamera I/System.out: 383ms
    >>>>> OP1 : toRGB   AVG :40.02439ms     FPS : 24.984764
    >>>>> OP2 : crop    AVG :7.1585364ms        FPS : 139.69336
    >>>>> OP3 : copyPixel   AVG :52.30488ms     FPS : 19.118675
    >>>>> OP4 : recognize   AVG : 348.85367ms       FPS : 2.8665314
07-07 14:19:04.044 19379-22782/prada.lab.android.plantscamera I/System.out: 437ms
    >>>>> OP1 : toRGB   AVG :40.07229ms     FPS : 24.9549
    >>>>> OP2 : crop    AVG :7.1686745ms        FPS : 139.4958
    >>>>> OP3 : copyPixel   AVG :52.373493ms        FPS : 19.093628
    >>>>> OP4 : recognize   AVG : 349.91565ms       FPS : 2.8578317
07-07 14:19:04.563 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.083332ms        FPS : 24.948027
    >>>>> OP2 : crop    AVG :7.178571ms     FPS : 139.30348
    >>>>> OP3 : copyPixel   AVG :52.404762ms        FPS : 19.082235
    >>>>> OP4 : recognize   AVG : 350.40475ms       FPS : 2.8538425
07-07 14:19:04.967 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.04706ms     FPS : 24.970623
    >>>>> OP2 : crop    AVG :7.1882353ms        FPS : 139.1162
    >>>>> OP3 : copyPixel   AVG :52.44706ms     FPS : 19.066845
    >>>>> OP4 : recognize   AVG : 349.77646ms       FPS : 2.8589687
07-07 14:19:05.388 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.104652ms        FPS : 24.934763
    >>>>> OP2 : crop    AVG :7.1860466ms        FPS : 139.15857
    >>>>> OP3 : copyPixel   AVG :52.430233ms        FPS : 19.072966
    >>>>> OP4 : recognize   AVG : 349.36047ms       FPS : 2.862373
07-07 14:19:05.884 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.08046ms     FPS : 24.949814
    >>>>> OP2 : crop    AVG :7.195402ms     FPS : 138.97765
    >>>>> OP3 : copyPixel   AVG :52.49425ms     FPS : 19.049706
    >>>>> OP4 : recognize   AVG : 349.63217ms       FPS : 2.8601487
07-07 14:19:06.337 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.034092ms        FPS : 24.97871
    >>>>> OP2 : crop    AVG :7.193182ms     FPS : 139.02054
    >>>>> OP3 : copyPixel   AVG :52.522728ms        FPS : 19.039377
    >>>>> OP4 : recognize   AVG : 349.44318ms       FPS : 2.8616955
07-07 14:19:06.830 19379-22782/prada.lab.android.plantscamera I/System.out: 388ms
    >>>>> OP1 : toRGB   AVG :39.988766ms        FPS : 25.007023
07-07 14:19:06.831 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.202247ms     FPS : 138.84555
    >>>>> OP3 : copyPixel   AVG :52.55056ms     FPS : 19.029293
    >>>>> OP4 : recognize   AVG : 349.8764ms        FPS : 2.8581522
07-07 14:19:07.384 19379-22782/prada.lab.android.plantscamera I/System.out: 398ms
    >>>>> OP1 : toRGB   AVG :40.122223ms        FPS : 24.923843
    >>>>> OP2 : crop    AVG :7.2555556ms        FPS : 137.82542
    >>>>> OP3 : copyPixel   AVG :52.544445ms        FPS : 19.031507
    >>>>> OP4 : recognize   AVG : 350.4111ms        FPS : 2.8537908
07-07 14:19:07.858 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.054947ms        FPS : 24.965706
    >>>>> OP2 : crop    AVG :7.2637362ms        FPS : 137.6702
    >>>>> OP3 : copyPixel   AVG :52.593407ms        FPS : 19.01379
    >>>>> OP4 : recognize   AVG : 350.53845ms       FPS : 2.852754
07-07 14:19:08.393 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.02174ms     FPS : 24.98642
    >>>>> OP2 : crop    AVG :7.2608695ms        FPS : 137.72455
    >>>>> OP3 : copyPixel   AVG :52.619564ms        FPS : 19.00434
    >>>>> OP4 : recognize   AVG : 351.42392ms       FPS : 2.845566
07-07 14:19:08.854 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.989246ms        FPS : 25.006723
    >>>>> OP2 : crop    AVG :7.2688174ms        FPS : 137.57396
    >>>>> OP3 : copyPixel   AVG :52.655914ms        FPS : 18.991219
    >>>>> OP4 : recognize   AVG : 351.4516ms        FPS : 2.845342
07-07 14:19:09.325 19379-22782/prada.lab.android.plantscamera I/System.out: 352ms
    >>>>> OP1 : toRGB   AVG :40.0ms     FPS : 25.0
    >>>>> OP2 : crop    AVG :7.2765956ms        FPS : 137.42691
    >>>>> OP3 : copyPixel   AVG :52.68085ms     FPS : 18.98223
    >>>>> OP4 : recognize   AVG : 351.46808ms       FPS : 2.8452086
07-07 14:19:09.863 19379-22782/prada.lab.android.plantscamera I/System.out: 428ms
    >>>>> OP1 : toRGB   AVG :39.968422ms        FPS : 25.019753
    >>>>> OP2 : crop    AVG :7.273684ms     FPS : 137.48192
    >>>>> OP3 : copyPixel   AVG :52.705265ms        FPS : 18.973436
    >>>>> OP4 : recognize   AVG : 352.2842ms        FPS : 2.838617
07-07 14:19:10.358 19379-22782/prada.lab.android.plantscamera I/System.out: 384ms
    >>>>> OP1 : toRGB   AVG :39.947918ms        FPS : 25.032595
    >>>>> OP2 : crop    AVG :7.28125ms      FPS : 137.33905
    >>>>> OP3 : copyPixel   AVG :52.739582ms        FPS : 18.96109
    >>>>> OP4 : recognize   AVG : 352.625ms     FPS : 2.8358738
07-07 14:19:10.814 19379-22782/prada.lab.android.plantscamera I/System.out: 337ms
    >>>>> OP1 : toRGB   AVG :39.96907ms     FPS : 25.019346
    >>>>> OP2 : crop    AVG :7.2783504ms        FPS : 137.39377
    >>>>> OP3 : copyPixel   AVG :52.742268ms        FPS : 18.960125
    >>>>> OP4 : recognize   AVG : 352.4742ms        FPS : 2.837087
07-07 14:19:11.319 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.908165ms        FPS : 25.05753
    >>>>> OP2 : crop    AVG :7.285714ms     FPS : 137.2549
    >>>>> OP3 : copyPixel   AVG :52.77551ms     FPS : 18.948183
    >>>>> OP4 : recognize   AVG : 352.73468ms       FPS : 2.834992
07-07 14:19:11.794 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.929295ms        FPS : 25.04427
    >>>>> OP2 : crop    AVG :7.292929ms     FPS : 137.11911
    >>>>> OP3 : copyPixel   AVG :52.78788ms     FPS : 18.943743
    >>>>> OP4 : recognize   AVG : 352.64645ms       FPS : 2.8357012
07-07 14:19:12.243 19379-22782/prada.lab.android.plantscamera I/System.out: 348ms
    >>>>> OP1 : toRGB   AVG :39.9ms     FPS : 25.062656
    >>>>> OP2 : crop    AVG :7.29ms     FPS : 137.17421
    >>>>> OP3 : copyPixel   AVG :52.81ms        FPS : 18.935806
    >>>>> OP4 : recognize   AVG : 352.61ms      FPS : 2.8359945
07-07 14:19:12.749 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.89109ms     FPS : 25.068254
    >>>>> OP2 : crop    AVG :7.277228ms     FPS : 137.41496
    >>>>> OP3 : copyPixel   AVG :52.831684ms        FPS : 18.928036
    >>>>> OP4 : recognize   AVG : 352.9307ms        FPS : 2.8334174
07-07 14:19:13.235 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.85294ms     FPS : 25.092253
    >>>>> OP2 : crop    AVG :7.2843137ms        FPS : 137.2813
    >>>>> OP3 : copyPixel   AVG :52.862743ms        FPS : 18.916914
    >>>>> OP4 : recognize   AVG : 353.0392ms        FPS : 2.8325465
07-07 14:19:13.785 19379-22782/prada.lab.android.plantscamera I/System.out: 412ms
    >>>>> OP1 : toRGB   AVG :39.86408ms     FPS : 25.085241
    >>>>> OP2 : crop    AVG :7.291262ms     FPS : 137.15047
    >>>>> OP3 : copyPixel   AVG :52.883495ms        FPS : 18.90949
    >>>>> OP4 : recognize   AVG : 353.63107ms       FPS : 2.8278058
07-07 14:19:14.313 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.951923ms        FPS : 25.030085
    >>>>> OP2 : crop    AVG :7.3076925ms        FPS : 136.8421
    >>>>> OP3 : copyPixel   AVG :52.951923ms        FPS : 18.885056
    >>>>> OP4 : recognize   AVG : 353.97116ms       FPS : 2.825089
07-07 14:19:14.833 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.904762ms        FPS : 25.059666
    >>>>> OP2 : crop    AVG :7.3142858ms        FPS : 136.71875
    >>>>> OP3 : copyPixel   AVG :52.961906ms        FPS : 18.881496
    >>>>> OP4 : recognize   AVG : 354.39047ms       FPS : 2.8217463
07-07 14:19:15.317 19379-22782/prada.lab.android.plantscamera I/System.out: 345ms
    >>>>> OP1 : toRGB   AVG :39.849056ms        FPS : 25.094698
07-07 14:19:15.318 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.3396225ms        FPS : 136.2468
    >>>>> OP3 : copyPixel   AVG :52.981133ms        FPS : 18.874643
    >>>>> OP4 : recognize   AVG : 354.30188ms       FPS : 2.8224518
07-07 14:19:15.821 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.88785ms     FPS : 25.07029
    >>>>> OP2 : crop    AVG :7.345794ms     FPS : 136.13232
    >>>>> OP3 : copyPixel   AVG :53.009346ms        FPS : 18.864597
    >>>>> OP4 : recognize   AVG : 354.45795ms       FPS : 2.8212092
07-07 14:19:16.341 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.98148ms     FPS : 25.011581
    >>>>> OP2 : crop    AVG :7.361111ms     FPS : 135.84906
    >>>>> OP3 : copyPixel   AVG :53.055557ms        FPS : 18.848167
    >>>>> OP4 : recognize   AVG : 354.68518ms       FPS : 2.8194017
07-07 14:19:16.808 19379-22782/prada.lab.android.plantscamera I/System.out: 350ms
    >>>>> OP1 : toRGB   AVG :40.009174ms        FPS : 24.994267
    >>>>> OP2 : crop    AVG :7.376147ms     FPS : 135.57214
    >>>>> OP3 : copyPixel   AVG :53.110092ms        FPS : 18.828814
    >>>>> OP4 : recognize   AVG : 354.65137ms       FPS : 2.8196704
07-07 14:19:17.314 19379-22782/prada.lab.android.plantscamera I/System.out: 384ms
    >>>>> OP1 : toRGB   AVG :39.98182ms     FPS : 25.011368
    >>>>> OP2 : crop    AVG :7.3818183ms        FPS : 135.46797
    >>>>> OP3 : copyPixel   AVG :53.127274ms        FPS : 18.822723
    >>>>> OP4 : recognize   AVG : 354.91818ms       FPS : 2.8175507
07-07 14:19:17.818 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.963963ms        FPS : 25.022543
    >>>>> OP2 : crop    AVG :7.36036ms      FPS : 135.86292
    >>>>> OP3 : copyPixel   AVG :53.135136ms        FPS : 18.819939
    >>>>> OP4 : recognize   AVG : 355.2072ms        FPS : 2.815258
07-07 14:19:18.294 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.910713ms        FPS : 25.05593
    >>>>> OP2 : crop    AVG :7.357143ms     FPS : 135.92233
    >>>>> OP3 : copyPixel   AVG :53.17857ms     FPS : 18.804567
    >>>>> OP4 : recognize   AVG : 355.25ms      FPS : 2.814919
07-07 14:19:18.785 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.929203ms        FPS : 25.044327
    >>>>> OP2 : crop    AVG :7.3539824ms        FPS : 135.98074
    >>>>> OP3 : copyPixel   AVG :53.18584ms     FPS : 18.801996
    >>>>> OP4 : recognize   AVG : 355.45132ms       FPS : 2.8133247
07-07 14:19:19.315 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.91228ms     FPS : 25.054945
    >>>>> OP2 : crop    AVG :7.3508773ms        FPS : 136.03818
    >>>>> OP3 : copyPixel   AVG :53.201756ms        FPS : 18.796371
    >>>>> OP4 : recognize   AVG : 355.9298ms        FPS : 2.8095427
07-07 14:19:19.767 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.886955ms        FPS : 25.070852
    >>>>> OP2 : crop    AVG :7.3565216ms        FPS : 135.9338
    >>>>> OP3 : copyPixel   AVG :53.243477ms        FPS : 18.781643
    >>>>> OP4 : recognize   AVG : 355.8ms       FPS : 2.8105679
07-07 14:19:20.246 19379-22782/prada.lab.android.plantscamera I/System.out: 372ms
    >>>>> OP1 : toRGB   AVG :39.83621ms     FPS : 25.10279
07-07 14:19:20.247 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.362069ms     FPS : 135.83138
    >>>>> OP3 : copyPixel   AVG :53.28448ms     FPS : 18.76719
    >>>>> OP4 : recognize   AVG : 355.94827ms       FPS : 2.809397
07-07 14:19:20.821 19379-22782/prada.lab.android.plantscamera I/System.out: 439ms
    >>>>> OP1 : toRGB   AVG :39.846153ms        FPS : 25.096525
    >>>>> OP2 : crop    AVG :7.3760686ms        FPS : 135.57358
    >>>>> OP3 : copyPixel   AVG :53.307693ms        FPS : 18.759018
    >>>>> OP4 : recognize   AVG : 356.66666ms       FPS : 2.8037384
07-07 14:19:21.325 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.872883ms        FPS : 25.079702
    >>>>> OP2 : crop    AVG :7.3728814ms        FPS : 135.63219
    >>>>> OP3 : copyPixel   AVG :53.305084ms        FPS : 18.759937
    >>>>> OP4 : recognize   AVG : 356.68643ms       FPS : 2.803583
07-07 14:19:21.836 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.840336ms        FPS : 25.10019
    >>>>> OP2 : crop    AVG :7.3781514ms        FPS : 135.53531
    >>>>> OP3 : copyPixel   AVG :53.294117ms        FPS : 18.763798
    >>>>> OP4 : recognize   AVG : 356.86554ms       FPS : 2.8021758
07-07 14:19:22.331 19379-22782/prada.lab.android.plantscamera I/System.out: 367ms
    >>>>> OP1 : toRGB   AVG :39.816666ms        FPS : 25.115112
    >>>>> OP2 : crop    AVG :7.375ms        FPS : 135.59322
    >>>>> OP3 : copyPixel   AVG :53.316666ms        FPS : 18.755861
    >>>>> OP4 : recognize   AVG : 356.95ms      FPS : 2.8015127
07-07 14:19:22.809 19379-22782/prada.lab.android.plantscamera I/System.out: 356ms
    >>>>> OP1 : toRGB   AVG :39.842976ms        FPS : 25.098528
    >>>>> OP2 : crop    AVG :7.371901ms     FPS : 135.65022
    >>>>> OP3 : copyPixel   AVG :53.31405ms     FPS : 18.756783
    >>>>> OP4 : recognize   AVG : 356.94214ms       FPS : 2.8015745
07-07 14:19:23.298 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.85246ms     FPS : 25.092554
07-07 14:19:23.298 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.3688526ms        FPS : 135.70634
07-07 14:19:23.298 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP3 : copyPixel   AVG :53.311474ms        FPS : 18.757689
    >>>>> OP4 : recognize   AVG : 357.13934ms       FPS : 2.8000276
07-07 14:19:23.816 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :40.00813ms     FPS : 24.99492
    >>>>> OP2 : crop    AVG :7.390244ms     FPS : 135.31352
    >>>>> OP3 : copyPixel   AVG :53.357723ms        FPS : 18.74143
    >>>>> OP4 : recognize   AVG : 357.22763ms       FPS : 2.7993355
07-07 14:19:24.307 19379-22782/prada.lab.android.plantscamera I/System.out: 379ms
    >>>>> OP1 : toRGB   AVG :40.008064ms        FPS : 24.99496
    >>>>> OP2 : crop    AVG :7.387097ms     FPS : 135.37117
    >>>>> OP3 : copyPixel   AVG :53.39516ms     FPS : 18.728289
    >>>>> OP4 : recognize   AVG : 357.40323ms       FPS : 2.7979603
07-07 14:19:24.781 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.984ms       FPS : 25.010004
    >>>>> OP2 : crop    AVG :7.392ms        FPS : 135.28139
    >>>>> OP3 : copyPixel   AVG :53.416ms       FPS : 18.720982
    >>>>> OP4 : recognize   AVG : 357.376ms     FPS : 2.7981732
07-07 14:19:25.252 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.93651ms     FPS : 25.039745
    >>>>> OP2 : crop    AVG :7.388889ms     FPS : 135.33835
    >>>>> OP3 : copyPixel   AVG :53.45238ms     FPS : 18.70824
    >>>>> OP4 : recognize   AVG : 357.2619ms        FPS : 2.799067
07-07 14:19:25.762 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.913387ms        FPS : 25.05425
    >>>>> OP2 : crop    AVG :7.3937006ms        FPS : 135.25027
    >>>>> OP3 : copyPixel   AVG :53.472443ms        FPS : 18.701221
    >>>>> OP4 : recognize   AVG : 357.47244ms       FPS : 2.7974184
07-07 14:19:26.133 19379-22782/prada.lab.android.plantscamera I/System.out: 270ms
    >>>>> OP1 : toRGB   AVG :39.890625ms        FPS : 25.068546
    >>>>> OP2 : crop    AVG :7.390625ms     FPS : 135.30655
    >>>>> OP3 : copyPixel   AVG :53.367188ms        FPS : 18.738106
    >>>>> OP4 : recognize   AVG : 356.78906ms       FPS : 2.8027766
07-07 14:19:26.649 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.89147ms     FPS : 25.068014
    >>>>> OP2 : crop    AVG :7.395349ms     FPS : 135.22012
    >>>>> OP3 : copyPixel   AVG :53.372093ms        FPS : 18.736383
    >>>>> OP4 : recognize   AVG : 357.10852ms       FPS : 2.8002691
07-07 14:19:27.202 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.846153ms        FPS : 25.096525
    >>>>> OP2 : crop    AVG :7.4ms      FPS : 135.13513
    >>>>> OP3 : copyPixel   AVG :53.392307ms        FPS : 18.72929
    >>>>> OP4 : recognize   AVG : 357.46924ms       FPS : 2.7974434
07-07 14:19:27.665 19379-22782/prada.lab.android.plantscamera I/System.out: 349ms
    >>>>> OP1 : toRGB   AVG :39.954197ms        FPS : 25.02866
    >>>>> OP2 : crop    AVG :7.3969464ms        FPS : 135.19092
07-07 14:19:27.666 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP3 : copyPixel   AVG :53.351147ms        FPS : 18.74374
    >>>>> OP4 : recognize   AVG : 357.40457ms       FPS : 2.7979496
07-07 14:19:28.150 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.924244ms        FPS : 25.047438
    >>>>> OP2 : crop    AVG :7.401515ms     FPS : 135.10747
    >>>>> OP3 : copyPixel   AVG :53.35606ms     FPS : 18.742014
    >>>>> OP4 : recognize   AVG : 357.5606ms        FPS : 2.7967286
07-07 14:19:28.649 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.8797ms      FPS : 25.075415
    >>>>> OP2 : crop    AVG :7.3834586ms        FPS : 135.43788
    >>>>> OP3 : copyPixel   AVG :53.353382ms        FPS : 18.742954
    >>>>> OP4 : recognize   AVG : 357.8722ms        FPS : 2.7942936
07-07 14:19:29.208 19379-22782/prada.lab.android.plantscamera I/System.out: 418ms
    >>>>> OP1 : toRGB   AVG :39.850746ms        FPS : 25.093634
    >>>>> OP2 : crop    AVG :7.3880596ms        FPS : 135.35353
    >>>>> OP3 : copyPixel   AVG :53.373135ms        FPS : 18.736017
07-07 14:19:29.209 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP4 : recognize   AVG : 358.3209ms        FPS : 2.7907946
07-07 14:19:29.703 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.844444ms        FPS : 25.097603
    >>>>> OP2 : crop    AVG :7.3925924ms        FPS : 135.27054
    >>>>> OP3 : copyPixel   AVG :53.392593ms        FPS : 18.729189
    >>>>> OP4 : recognize   AVG : 358.4222ms        FPS : 2.7900057
07-07 14:19:30.227 19379-22782/prada.lab.android.plantscamera I/System.out: 398ms
    >>>>> OP1 : toRGB   AVG :39.830883ms        FPS : 25.106148
    >>>>> OP2 : crop    AVG :7.397059ms     FPS : 135.18886
    >>>>> OP3 : copyPixel   AVG :53.411766ms        FPS : 18.722467
    >>>>> OP4 : recognize   AVG : 358.72058ms       FPS : 2.7876852
07-07 14:19:30.754 19379-22782/prada.lab.android.plantscamera I/System.out: 411ms
    >>>>> OP1 : toRGB   AVG :39.824818ms        FPS : 25.10997
    >>>>> OP2 : crop    AVG :7.3941607ms        FPS : 135.24185
    >>>>> OP3 : copyPixel   AVG :53.39416ms     FPS : 18.72864
    >>>>> OP4 : recognize   AVG : 359.1095ms        FPS : 2.784666
07-07 14:19:31.313 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.811596ms        FPS : 25.118309
    >>>>> OP2 : crop    AVG :7.3913045ms        FPS : 135.29411
    >>>>> OP3 : copyPixel   AVG :53.427536ms        FPS : 18.71694
    >>>>> OP4 : recognize   AVG : 359.60144ms       FPS : 2.7808566
07-07 14:19:31.808 19379-22782/prada.lab.android.plantscamera I/System.out: 360ms
    >>>>> OP1 : toRGB   AVG :39.776978ms        FPS : 25.140171
    >>>>> OP2 : crop    AVG :7.3956833ms        FPS : 135.214
07-07 14:19:31.809 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP3 : copyPixel   AVG :53.43885ms     FPS : 18.712976
    >>>>> OP4 : recognize   AVG : 359.6043ms        FPS : 2.7808342
07-07 14:19:32.142 19379-22782/prada.lab.android.plantscamera I/System.out: 247ms
    >>>>> OP1 : toRGB   AVG :39.75714ms     FPS : 25.152714
    >>>>> OP2 : crop    AVG :7.392857ms     FPS : 135.2657
    >>>>> OP3 : copyPixel   AVG :53.29286ms     FPS : 18.76424
    >>>>> OP4 : recognize   AVG : 358.8ms       FPS : 2.7870681
07-07 14:19:32.604 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.730495ms        FPS : 25.169582
    >>>>> OP2 : crop    AVG :7.382979ms     FPS : 135.44669
    >>>>> OP3 : copyPixel   AVG :53.120567ms        FPS : 18.8251
    >>>>> OP4 : recognize   AVG : 358.97162ms       FPS : 2.7857356
07-07 14:19:33.042 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.71127ms     FPS : 25.181768
    >>>>> OP2 : crop    AVG :7.380282ms     FPS : 135.49619
    >>>>> OP3 : copyPixel   AVG :53.105633ms        FPS : 18.830395
    >>>>> OP4 : recognize   AVG : 358.84506ms       FPS : 2.7867181
07-07 14:19:33.545 19379-22782/prada.lab.android.plantscamera I/System.out: 372ms
    >>>>> OP1 : toRGB   AVG :39.797203ms        FPS : 25.127394
    >>>>> OP2 : crop    AVG :7.3846154ms        FPS : 135.41667
    >>>>> OP3 : copyPixel   AVG :53.11888ms     FPS : 18.825697
    >>>>> OP4 : recognize   AVG : 358.94406ms       FPS : 2.7859495
07-07 14:19:34.024 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.75ms        FPS : 25.157232
07-07 14:19:34.024 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.4027777ms        FPS : 135.08443
    >>>>> OP3 : copyPixel   AVG :53.180557ms        FPS : 18.803865
07-07 14:19:34.024 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP4 : recognize   AVG : 358.9514ms        FPS : 2.7858925
07-07 14:19:34.589 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.724136ms        FPS : 25.173613
    >>>>> OP2 : crop    AVG :7.4068966ms        FPS : 135.00931
    >>>>> OP3 : copyPixel   AVG :53.220688ms        FPS : 18.789686
    >>>>> OP4 : recognize   AVG : 359.29654ms       FPS : 2.7832162
07-07 14:19:35.100 19379-22782/prada.lab.android.plantscamera I/System.out: 397ms
    >>>>> OP1 : toRGB   AVG :39.72603ms     FPS : 25.172413
    >>>>> OP2 : crop    AVG :7.410959ms     FPS : 134.9353
    >>>>> OP3 : copyPixel   AVG :53.22603ms     FPS : 18.7878
07-07 14:19:35.101 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP4 : recognize   AVG : 359.5548ms        FPS : 2.781217
07-07 14:19:35.593 19379-22782/prada.lab.android.plantscamera I/System.out: 392ms
    >>>>> OP1 : toRGB   AVG :39.69388ms     FPS : 25.192802
    >>>>> OP2 : crop    AVG :7.408163ms     FPS : 134.98624
    >>>>> OP3 : copyPixel   AVG :53.238094ms        FPS : 18.783543
    >>>>> OP4 : recognize   AVG : 359.78232ms       FPS : 2.7794585
07-07 14:19:36.079 19379-22782/prada.lab.android.plantscamera I/System.out: 359ms
    >>>>> OP1 : toRGB   AVG :39.72973ms     FPS : 25.170069
    >>>>> OP2 : crop    AVG :7.425676ms     FPS : 134.66788
    >>>>> OP3 : copyPixel   AVG :53.27027ms     FPS : 18.772196
    >>>>> OP4 : recognize   AVG : 359.78378ms       FPS : 2.779447
07-07 14:19:36.583 19379-22782/prada.lab.android.plantscamera I/System.out: 373ms
    >>>>> OP1 : toRGB   AVG :39.75839ms     FPS : 25.151924
    >>>>> OP2 : crop    AVG :7.42953ms      FPS : 134.598
    >>>>> OP3 : copyPixel   AVG :53.295303ms        FPS : 18.76338
    >>>>> OP4 : recognize   AVG : 359.87918ms       FPS : 2.7787104
07-07 14:19:37.126 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.733334ms        FPS : 25.167786
    >>>>> OP2 : crop    AVG :7.4333334ms        FPS : 134.52914
    >>>>> OP3 : copyPixel   AVG :53.3ms     FPS : 18.761726
    >>>>> OP4 : recognize   AVG : 360.30667ms       FPS : 2.7754135
07-07 14:19:37.598 19379-22782/prada.lab.android.plantscamera I/System.out: 341ms
    >>>>> OP1 : toRGB   AVG :39.715233ms        FPS : 25.179256
    >>>>> OP2 : crop    AVG :7.437086ms     FPS : 134.46126
    >>>>> OP3 : copyPixel   AVG :53.317883ms        FPS : 18.755434
    >>>>> OP4 : recognize   AVG : 360.1788ms        FPS : 2.776399
07-07 14:19:38.066 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.69079ms     FPS : 25.194763
    >>>>> OP2 : crop    AVG :7.4342103ms        FPS : 134.51328
    >>>>> OP3 : copyPixel   AVG :53.30263ms     FPS : 18.7608
    >>>>> OP4 : recognize   AVG : 360.01974ms       FPS : 2.7776253
07-07 14:19:38.613 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.66013ms     FPS : 25.21424
    >>>>> OP2 : crop    AVG :7.4313726ms        FPS : 134.56464
    >>>>> OP3 : copyPixel   AVG :53.33987ms     FPS : 18.747702
    >>>>> OP4 : recognize   AVG : 360.37256ms       FPS : 2.7749062
07-07 14:19:39.122 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.623375ms        FPS : 25.237629
    >>>>> OP2 : crop    AVG :7.435065ms     FPS : 134.49782
    >>>>> OP3 : copyPixel   AVG :53.357143ms        FPS : 18.741632
    >>>>> OP4 : recognize   AVG : 360.5ms       FPS : 2.773925
07-07 14:19:39.584 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.587097ms        FPS : 25.260756
    >>>>> OP2 : crop    AVG :7.4387097ms        FPS : 134.43192
    >>>>> OP3 : copyPixel   AVG :53.36129ms     FPS : 18.740177
    >>>>> OP4 : recognize   AVG : 360.3742ms        FPS : 2.7748933
07-07 14:19:40.131 19379-22782/prada.lab.android.plantscamera I/System.out: 430ms
    >>>>> OP1 : toRGB   AVG :39.583332ms        FPS : 25.263159
    >>>>> OP2 : crop    AVG :7.4423075ms        FPS : 134.36693
    >>>>> OP3 : copyPixel   AVG :53.378204ms        FPS : 18.734238
    >>>>> OP4 : recognize   AVG : 360.82053ms       FPS : 2.771461
07-07 14:19:40.625 19379-22782/prada.lab.android.plantscamera I/System.out: 375ms
    >>>>> OP1 : toRGB   AVG :39.554142ms        FPS : 25.281803
    >>>>> OP2 : crop    AVG :7.44586ms      FPS : 134.30283
    >>>>> OP3 : copyPixel   AVG :53.394905ms        FPS : 18.728378
    >>>>> OP4 : recognize   AVG : 360.9172ms        FPS : 2.7707186
07-07 14:19:41.114 19379-22782/prada.lab.android.plantscamera I/System.out: 363ms
    >>>>> OP1 : toRGB   AVG :39.531647ms        FPS : 25.296188
    >>>>> OP2 : crop    AVG :7.449367ms     FPS : 134.2396
    >>>>> OP3 : copyPixel   AVG :53.405064ms        FPS : 18.724815
    >>>>> OP4 : recognize   AVG : 360.9304ms        FPS : 2.7706172
07-07 14:19:41.610 19379-22782/prada.lab.android.plantscamera I/System.out: 368ms
    >>>>> OP1 : toRGB   AVG :39.53459ms     FPS : 25.294304
    >>>>> OP2 : crop    AVG :7.4528303ms        FPS : 134.17722
    >>>>> OP3 : copyPixel   AVG :53.415092ms        FPS : 18.7213
    >>>>> OP4 : recognize   AVG : 360.98114ms       FPS : 2.770228
07-07 14:19:42.086 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.5375ms      FPS : 25.292444
    >>>>> OP2 : crop    AVG :7.4625ms       FPS : 134.00334
    >>>>> OP3 : copyPixel   AVG :53.425ms       FPS : 18.717829
    >>>>> OP4 : recognize   AVG : 360.9625ms        FPS : 2.770371
07-07 14:19:42.570 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.54037ms     FPS : 25.290607
    >>>>> OP2 : crop    AVG :7.4658384ms        FPS : 133.94344
    >>>>> OP3 : copyPixel   AVG :53.45963ms     FPS : 18.705704
    >>>>> OP4 : recognize   AVG : 361.03726ms       FPS : 2.7697973
07-07 14:19:43.056 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.54938ms     FPS : 25.284845
    >>>>> OP2 : crop    AVG :7.4691358ms        FPS : 133.8843
    >>>>> OP3 : copyPixel   AVG :53.469135ms        FPS : 18.70238
    >>>>> OP4 : recognize   AVG : 360.9321ms        FPS : 2.7706041
07-07 14:19:43.529 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.546013ms        FPS : 25.286999
07-07 14:19:43.529 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.4846625ms        FPS : 133.60655
07-07 14:19:43.529 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP3 : copyPixel   AVG :53.478527ms        FPS : 18.699095
    >>>>> OP4 : recognize   AVG : 360.87115ms       FPS : 2.7710721
07-07 14:19:44.038 19379-22782/prada.lab.android.plantscamera I/System.out: 389ms
    >>>>> OP1 : toRGB   AVG :39.560974ms        FPS : 25.277435
    >>>>> OP2 : crop    AVG :7.481707ms     FPS : 133.65933
    >>>>> OP3 : copyPixel   AVG :53.469513ms        FPS : 18.702246
    >>>>> OP4 : recognize   AVG : 361.04877ms       FPS : 2.7697089
07-07 14:19:44.566 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.545456ms        FPS : 25.287355
    >>>>> OP2 : crop    AVG :7.4848485ms        FPS : 133.60324
    >>>>> OP3 : copyPixel   AVG :53.478786ms        FPS : 18.699003
    >>>>> OP4 : recognize   AVG : 361.3818ms        FPS : 2.7671564
07-07 14:19:45.100 19379-22782/prada.lab.android.plantscamera I/System.out: 413ms
    >>>>> OP1 : toRGB   AVG :39.542168ms        FPS : 25.28946
    >>>>> OP2 : crop    AVG :7.4879518ms        FPS : 133.54787
    >>>>> OP3 : copyPixel   AVG :53.5ms     FPS : 18.69159
    >>>>> OP4 : recognize   AVG : 361.69278ms       FPS : 2.7647774
07-07 14:19:45.607 19379-22782/prada.lab.android.plantscamera I/System.out: 392ms
    >>>>> OP1 : toRGB   AVG :39.526947ms        FPS : 25.299196
    >>>>> OP2 : crop    AVG :7.48503ms      FPS : 133.59999
    >>>>> OP3 : copyPixel   AVG :53.48503ms     FPS : 18.69682
    >>>>> OP4 : recognize   AVG : 361.88025ms       FPS : 2.763345
07-07 14:19:46.035 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.583332ms        FPS : 25.263159
    >>>>> OP2 : crop    AVG :7.482143ms     FPS : 133.65155
    >>>>> OP3 : copyPixel   AVG :53.464287ms        FPS : 18.704075
    >>>>> OP4 : recognize   AVG : 361.6369ms        FPS : 2.7652044
07-07 14:19:46.498 19379-22782/prada.lab.android.plantscamera I/System.out: 353ms
    >>>>> OP1 : toRGB   AVG :39.609467ms        FPS : 25.24649
    >>>>> OP2 : crop    AVG :7.508876ms     FPS : 133.17572
    >>>>> OP3 : copyPixel   AVG :53.43787ms     FPS : 18.71332
    >>>>> OP4 : recognize   AVG : 361.5858ms        FPS : 2.7655954
07-07 14:19:47.006 19379-22782/prada.lab.android.plantscamera I/System.out: 395ms
    >>>>> OP1 : toRGB   AVG :39.652943ms        FPS : 25.21881
07-07 14:19:47.007 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.5117645ms        FPS : 133.12451
    >>>>> OP3 : copyPixel   AVG :53.41765ms     FPS : 18.720406
    >>>>> OP4 : recognize   AVG : 361.78235ms       FPS : 2.764093
07-07 14:19:47.421 19379-22782/prada.lab.android.plantscamera I/System.out: 303ms
    >>>>> OP1 : toRGB   AVG :39.654972ms        FPS : 25.217518
    >>>>> OP2 : crop    AVG :7.508772ms     FPS : 133.17757
    >>>>> OP3 : copyPixel   AVG :53.45029ms     FPS : 18.708973
    >>>>> OP4 : recognize   AVG : 361.44446ms       FPS : 2.766677
07-07 14:19:47.948 19379-22782/prada.lab.android.plantscamera I/System.out: 408ms
    >>>>> OP1 : toRGB   AVG :39.63372ms     FPS : 25.231041
    >>>>> OP2 : crop    AVG :7.5116277ms        FPS : 133.12694
    >>>>> OP3 : copyPixel   AVG :53.430233ms        FPS : 18.715996
    >>>>> OP4 : recognize   AVG : 361.71512ms       FPS : 2.7646065
07-07 14:19:48.424 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.6474ms      FPS : 25.222336
    >>>>> OP2 : crop    AVG :7.514451ms     FPS : 133.07692
    >>>>> OP3 : copyPixel   AVG :53.410404ms        FPS : 18.722944
    >>>>> OP4 : recognize   AVG : 361.61273ms       FPS : 2.7653894
07-07 14:19:48.985 19379-22782/prada.lab.android.plantscamera I/System.out: 430ms
    >>>>> OP1 : toRGB   AVG :39.666668ms        FPS : 25.210083
    >>>>> OP2 : crop    AVG :7.511494ms     FPS : 133.1293
    >>>>> OP3 : copyPixel   AVG :53.431034ms        FPS : 18.715715
    >>>>> OP4 : recognize   AVG : 362.00574ms       FPS : 2.7623873
07-07 14:19:49.476 19379-22782/prada.lab.android.plantscamera I/System.out: 369ms
    >>>>> OP1 : toRGB   AVG :39.662857ms        FPS : 25.212505
    >>>>> OP2 : crop    AVG :7.5085716ms        FPS : 133.18112
    >>>>> OP3 : copyPixel   AVG :53.445713ms        FPS : 18.710575
    >>>>> OP4 : recognize   AVG : 362.05713ms       FPS : 2.761995
07-07 14:19:50.075 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.653408ms        FPS : 25.218513
    >>>>> OP2 : crop    AVG :7.505682ms     FPS : 133.23239
    >>>>> OP3 : copyPixel   AVG :53.448864ms        FPS : 18.70947
    >>>>> OP4 : recognize   AVG : 362.78976ms       FPS : 2.7564173
07-07 14:19:50.567 19379-22782/prada.lab.android.plantscamera I/System.out: 387ms
    >>>>> OP1 : toRGB   AVG :39.615818ms        FPS : 25.242443
    >>>>> OP2 : crop    AVG :7.502825ms     FPS : 133.28313
    >>>>> OP3 : copyPixel   AVG :53.463276ms        FPS : 18.704428
    >>>>> OP4 : recognize   AVG : 362.92654ms       FPS : 2.7553785
07-07 14:19:51.064 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.617977ms        FPS : 25.241066
    >>>>> OP2 : crop    AVG :7.5ms      FPS : 133.33333
    >>>>> OP3 : copyPixel   AVG :53.47191ms     FPS : 18.701408
    >>>>> OP4 : recognize   AVG : 363.07864ms       FPS : 2.7542243
07-07 14:19:51.571 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.59218ms     FPS : 25.257515
    >>>>> OP2 : crop    AVG :7.4972067ms        FPS : 133.38301
    >>>>> OP3 : copyPixel   AVG :53.486034ms        FPS : 18.696468
    >>>>> OP4 : recognize   AVG : 363.17877ms       FPS : 2.753465
07-07 14:19:52.002 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.566666ms        FPS : 25.2738
    >>>>> OP2 : crop    AVG :7.4944444ms        FPS : 133.43217
    >>>>> OP3 : copyPixel   AVG :53.488888ms        FPS : 18.695473
    >>>>> OP4 : recognize   AVG : 363.01666ms       FPS : 2.7546945
07-07 14:19:52.444 19379-22782/prada.lab.android.plantscamera I/System.out: 336ms
    >>>>> OP1 : toRGB   AVG :39.541435ms        FPS : 25.289927
    >>>>> OP2 : crop    AVG :7.5027623ms        FPS : 133.28424
    >>>>> OP3 : copyPixel   AVG :53.50276ms     FPS : 18.690624
    >>>>> OP4 : recognize   AVG : 362.8674ms        FPS : 2.7558277
07-07 14:19:52.960 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.527473ms        FPS : 25.298859
    >>>>> OP2 : crop    AVG :7.5054946ms        FPS : 133.23572
    >>>>> OP3 : copyPixel   AVG :53.51099ms     FPS : 18.68775
    >>>>> OP4 : recognize   AVG : 363.05493ms       FPS : 2.754404
07-07 14:19:53.457 19379-22782/prada.lab.android.plantscamera I/System.out: 344ms
    >>>>> OP1 : toRGB   AVG :39.508198ms        FPS : 25.311203
    >>>>> OP2 : crop    AVG :7.5136614ms        FPS : 133.09091
07-07 14:19:53.458 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP3 : copyPixel   AVG :53.51366ms     FPS : 18.686817
    >>>>> OP4 : recognize   AVG : 362.9508ms        FPS : 2.7551944
07-07 14:19:53.971 19379-22782/prada.lab.android.plantscamera I/System.out: 395ms
    >>>>> OP1 : toRGB   AVG :39.538044ms        FPS : 25.292095
    >>>>> OP2 : crop    AVG :7.5108695ms        FPS : 133.14038
    >>>>> OP3 : copyPixel   AVG :53.516304ms        FPS : 18.685894
    >>>>> OP4 : recognize   AVG : 363.13043ms       FPS : 2.7538314
07-07 14:19:54.502 19379-22782/prada.lab.android.plantscamera I/System.out: 403ms
    >>>>> OP1 : toRGB   AVG :39.51351ms     FPS : 25.307798
    >>>>> OP2 : crop    AVG :7.5135136ms        FPS : 133.09352
    >>>>> OP3 : copyPixel   AVG :53.529728ms        FPS : 18.681208
    >>>>> OP4 : recognize   AVG : 363.35135ms       FPS : 2.7521572
07-07 14:19:54.937 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.489246ms        FPS : 25.323349
    >>>>> OP2 : crop    AVG :7.516129ms     FPS : 133.04721
    >>>>> OP3 : copyPixel   AVG :53.537636ms        FPS : 18.67845
    >>>>> OP4 : recognize   AVG : 363.1344ms        FPS : 2.7538013
07-07 14:19:55.409 19379-22782/prada.lab.android.plantscamera I/System.out: 340ms
    >>>>> OP1 : toRGB   AVG :39.481285ms        FPS : 25.328457
    >>>>> OP2 : crop    AVG :7.518717ms     FPS : 133.00142
    >>>>> OP3 : copyPixel   AVG :53.545456ms        FPS : 18.67572
    >>>>> OP4 : recognize   AVG : 363.01605ms       FPS : 2.7546992
07-07 14:19:55.912 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.468086ms        FPS : 25.336927
    >>>>> OP2 : crop    AVG :7.5212765ms        FPS : 132.95616
    >>>>> OP3 : copyPixel   AVG :53.553192ms        FPS : 18.673023
    >>>>> OP4 : recognize   AVG : 363.15958ms       FPS : 2.7536104
07-07 14:19:56.352 19379-22782/prada.lab.android.plantscamera I/System.out: 331ms
    >>>>> OP1 : toRGB   AVG :39.449734ms        FPS : 25.348713
    >>>>> OP2 : crop    AVG :7.5185184ms        FPS : 133.00493
    >>>>> OP3 : copyPixel   AVG :53.56085ms     FPS : 18.670355
    >>>>> OP4 : recognize   AVG : 362.99472ms       FPS : 2.754861
07-07 14:19:56.833 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.442104ms        FPS : 25.353617
    >>>>> OP2 : crop    AVG :7.5157895ms        FPS : 133.05322
    >>>>> OP3 : copyPixel   AVG :53.563156ms        FPS : 18.66955
    >>>>> OP4 : recognize   AVG : 362.97894ms       FPS : 2.7549808
07-07 14:19:57.328 19379-22782/prada.lab.android.plantscamera I/System.out: 386ms
    >>>>> OP1 : toRGB   AVG :39.43979ms     FPS : 25.355104
07-07 14:19:57.329 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.513089ms     FPS : 133.10104
    >>>>> OP3 : copyPixel   AVG :53.570683ms        FPS : 18.666927
    >>>>> OP4 : recognize   AVG : 363.0995ms        FPS : 2.7540662
07-07 14:19:57.898 19379-22782/prada.lab.android.plantscamera I/System.out: 431ms
    >>>>> OP1 : toRGB   AVG :39.453125ms        FPS : 25.346535
    >>>>> OP2 : crop    AVG :7.515625ms     FPS : 133.05614
    >>>>> OP3 : copyPixel   AVG :53.557293ms        FPS : 18.671593
    >>>>> OP4 : recognize   AVG : 363.45312ms       FPS : 2.7513864
07-07 14:19:58.398 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.476685ms        FPS : 25.331408
    >>>>> OP2 : crop    AVG :7.5129533ms        FPS : 133.10345
    >>>>> OP3 : copyPixel   AVG :53.54922ms     FPS : 18.674408
    >>>>> OP4 : recognize   AVG : 363.48187ms       FPS : 2.7511687
07-07 14:19:58.860 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.463917ms        FPS : 25.339603
    >>>>> OP2 : crop    AVG :7.510309ms     FPS : 133.15031
    >>>>> OP3 : copyPixel   AVG :53.551548ms        FPS : 18.673597
    >>>>> OP4 : recognize   AVG : 363.39175ms       FPS : 2.751851
07-07 14:19:59.323 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.451283ms        FPS : 25.34772
    >>>>> OP2 : crop    AVG :7.5076923ms        FPS : 133.19672
    >>>>> OP3 : copyPixel   AVG :53.558975ms        FPS : 18.671007
    >>>>> OP4 : recognize   AVG : 363.27692ms       FPS : 2.752721
07-07 14:19:59.764 19379-22782/prada.lab.android.plantscamera I/System.out: 326ms
    >>>>> OP1 : toRGB   AVG :39.433674ms        FPS : 25.359037
    >>>>> OP2 : crop    AVG :7.5102043ms        FPS : 133.15218
    >>>>> OP3 : copyPixel   AVG :53.566326ms        FPS : 18.668446
07-07 14:19:59.765 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP4 : recognize   AVG : 363.09183ms       FPS : 2.7541242
07-07 14:20:00.235 19379-22782/prada.lab.android.plantscamera I/System.out: 335ms
    >>>>> OP1 : toRGB   AVG :39.40609ms     FPS : 25.37679
    >>>>> OP2 : crop    AVG :7.5126905ms        FPS : 133.10811
    >>>>> OP3 : copyPixel   AVG :53.573605ms        FPS : 18.665909
    >>>>> OP4 : recognize   AVG : 362.94925ms       FPS : 2.755206
07-07 14:20:00.716 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.38384ms     FPS : 25.391127
    >>>>> OP2 : crop    AVG :7.510101ms     FPS : 133.154
    >>>>> OP3 : copyPixel   AVG :53.585857ms        FPS : 18.66164
    >>>>> OP4 : recognize   AVG : 362.9394ms        FPS : 2.755281
07-07 14:20:01.165 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.38191ms     FPS : 25.39237
    >>>>> OP2 : crop    AVG :7.5125628ms        FPS : 133.11037
    >>>>> OP3 : copyPixel   AVG :53.603016ms        FPS : 18.655666
    >>>>> OP4 : recognize   AVG : 362.79398ms       FPS : 2.7563853
07-07 14:20:01.621 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.375ms       FPS : 25.396826
    >>>>> OP2 : crop    AVG :7.51ms     FPS : 133.15579
    >>>>> OP3 : copyPixel   AVG :53.61ms        FPS : 18.653236
    >>>>> OP4 : recognize   AVG : 362.63ms      FPS : 2.7576318
07-07 14:20:02.109 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.353233ms        FPS : 25.410873
    >>>>> OP2 : crop    AVG :7.5074625ms        FPS : 133.2008
    >>>>> OP3 : copyPixel   AVG :53.61194ms     FPS : 18.652561
    >>>>> OP4 : recognize   AVG : 362.75125ms       FPS : 2.75671
07-07 14:20:02.631 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.32178ms     FPS : 25.431198
    >>>>> OP2 : crop    AVG :7.509901ms     FPS : 133.15755
    >>>>> OP3 : copyPixel   AVG :53.62871ms     FPS : 18.646729
    >>>>> OP4 : recognize   AVG : 363.0099ms        FPS : 2.754746
07-07 14:20:03.099 19379-22782/prada.lab.android.plantscamera I/System.out: 349ms
    >>>>> OP1 : toRGB   AVG :39.30542ms     FPS : 25.441784
    >>>>> OP2 : crop    AVG :7.5172415ms        FPS : 133.02753
    >>>>> OP3 : copyPixel   AVG :53.640392ms        FPS : 18.642668
    >>>>> OP4 : recognize   AVG : 362.9409ms        FPS : 2.7552695
07-07 14:20:03.604 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.289215ms        FPS : 25.452278
    >>>>> OP2 : crop    AVG :7.519608ms     FPS : 132.98566
    >>>>> OP3 : copyPixel   AVG :53.656864ms        FPS : 18.636944
    >>>>> OP4 : recognize   AVG : 363.049ms     FPS : 2.7544491
07-07 14:20:04.107 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.28293ms     FPS : 25.45635
    >>>>> OP2 : crop    AVG :7.521951ms     FPS : 132.94423
    >>>>> OP3 : copyPixel   AVG :53.663414ms        FPS : 18.63467
    >>>>> OP4 : recognize   AVG : 363.17075ms       FPS : 2.7535257
07-07 14:20:04.615 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.300972ms        FPS : 25.444664
    >>>>> OP2 : crop    AVG :7.524272ms     FPS : 132.90323
    >>>>> OP3 : copyPixel   AVG :53.669903ms        FPS : 18.632418
    >>>>> OP4 : recognize   AVG : 363.2427ms        FPS : 2.7529802
07-07 14:20:05.022 19379-22782/prada.lab.android.plantscamera I/System.out: 304ms
    >>>>> OP1 : toRGB   AVG :39.275364ms        FPS : 25.461254
    >>>>> OP2 : crop    AVG :7.52657ms      FPS : 132.86266
    >>>>> OP3 : copyPixel   AVG :53.68116ms     FPS : 18.62851
    >>>>> OP4 : recognize   AVG : 362.9565ms        FPS : 2.755151
07-07 14:20:05.518 19379-22782/prada.lab.android.plantscamera I/System.out: 358ms
    >>>>> OP1 : toRGB   AVG :39.28846ms     FPS : 25.452766
    >>>>> OP2 : crop    AVG :7.5240383ms        FPS : 132.90735
    >>>>> OP3 : copyPixel   AVG :53.692307ms        FPS : 18.624641
    >>>>> OP4 : recognize   AVG : 362.93268ms       FPS : 2.755332
07-07 14:20:05.984 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.272728ms        FPS : 25.462963
    >>>>> OP2 : crop    AVG :7.5263157ms        FPS : 132.86714
    >>>>> OP3 : copyPixel   AVG :53.655502ms        FPS : 18.637417
    >>>>> OP4 : recognize   AVG : 362.88516ms       FPS : 2.7556927
07-07 14:20:06.519 19379-22782/prada.lab.android.plantscamera I/System.out: 404ms
    >>>>> OP1 : toRGB   AVG :39.29524ms     FPS : 25.448376
07-07 14:20:06.520 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.5285716ms        FPS : 132.82732
    >>>>> OP3 : copyPixel   AVG :53.65238ms     FPS : 18.638502
    >>>>> OP4 : recognize   AVG : 363.08096ms       FPS : 2.7542067
07-07 14:20:06.984 19379-22782/prada.lab.android.plantscamera I/System.out: 342ms
    >>>>> OP1 : toRGB   AVG :39.28436ms     FPS : 25.455423
    >>>>> OP2 : crop    AVG :7.5260663ms        FPS : 132.87154
    >>>>> OP3 : copyPixel   AVG :53.65403ms     FPS : 18.63793
    >>>>> OP4 : recognize   AVG : 362.98578ms       FPS : 2.7549288
07-07 14:20:07.437 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.264153ms        FPS : 25.468523
    >>>>> OP2 : crop    AVG :7.5283017ms        FPS : 132.83208
    >>>>> OP3 : copyPixel   AVG :53.64151ms     FPS : 18.642279
    >>>>> OP4 : recognize   AVG : 362.82074ms       FPS : 2.756182
07-07 14:20:07.949 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.30047ms     FPS : 25.44499
    >>>>> OP2 : crop    AVG :7.535211ms     FPS : 132.71028
    >>>>> OP3 : copyPixel   AVG :53.65258ms     FPS : 18.638433
    >>>>> OP4 : recognize   AVG : 362.85446ms       FPS : 2.755926
07-07 14:20:08.475 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.36916ms     FPS : 25.400593
    >>>>> OP2 : crop    AVG :7.53271ms      FPS : 132.75435
    >>>>> OP3 : copyPixel   AVG :53.640186ms        FPS : 18.642738
    >>>>> OP4 : recognize   AVG : 363.00934ms       FPS : 2.75475
07-07 14:20:08.947 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.35814ms     FPS : 25.407705
    >>>>> OP2 : crop    AVG :7.5302324ms        FPS : 132.79802
    >>>>> OP3 : copyPixel   AVG :53.64651ms     FPS : 18.640541
    >>>>> OP4 : recognize   AVG : 362.93488ms       FPS : 2.7553153
07-07 14:20:09.494 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.37037ms     FPS : 25.399813
    >>>>> OP2 : crop    AVG :7.5277777ms        FPS : 132.84132
    >>>>> OP3 : copyPixel   AVG :53.666668ms        FPS : 18.63354
    >>>>> OP4 : recognize   AVG : 363.18054ms       FPS : 2.7534516
07-07 14:20:10.053 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP1 : toRGB   AVG :39.40553ms     FPS : 25.37715
    >>>>> OP2 : crop    AVG :7.534562ms     FPS : 132.72171
    >>>>> OP3 : copyPixel   AVG :53.677418ms        FPS : 18.629808
    >>>>> OP4 : recognize   AVG : 363.51154ms       FPS : 2.7509444
07-07 14:20:10.583 19379-22782/prada.lab.android.plantscamera I/System.out: 370ms
    >>>>> OP1 : toRGB   AVG :39.48165ms     FPS : 25.32822
    >>>>> OP2 : crop    AVG :7.550459ms     FPS : 132.44228
    >>>>> OP3 : copyPixel   AVG :53.697247ms        FPS : 18.622929
    >>>>> OP4 : recognize   AVG : 363.5413ms        FPS : 2.750719
07-07 14:20:10.913 19379-22782/prada.lab.android.plantscamera I/System.out: 224ms
    >>>>> OP1 : toRGB   AVG :39.470318ms        FPS : 25.335493
    >>>>> OP2 : crop    AVG :7.552511ms     FPS : 132.4063
07-07 14:20:10.914 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP3 : copyPixel   AVG :53.6895ms      FPS : 18.625616
    >>>>> OP4 : recognize   AVG : 362.90866ms       FPS : 2.7555144
07-07 14:20:11.122 19379-22782/prada.lab.android.plantscamera I/System.out: 140ms
    >>>>> OP1 : toRGB   AVG :39.381817ms        FPS : 25.39243
07-07 14:20:11.123 19379-22782/prada.lab.android.plantscamera I/System.out: >>>>> OP2 : crop    AVG :7.5454545ms        FPS : 132.53012
    >>>>> OP3 : copyPixel   AVG :53.595455ms        FPS : 18.658298
    >>>>> OP4 : recognize   AVG : 361.89545ms       FPS : 2.7632291
07-07 14:20:11.322 19379-22782/prada.lab.android.plantscamera I/System.out: 134ms
    >>>>> OP1 : toRGB   AVG :39.280544ms        FPS : 25.457895
    >>>>> OP2 : crop    AVG :7.524887ms     FPS : 132.89236
    >>>>> OP3 : copyPixel   AVG :53.48416ms     FPS : 18.697124
    >>>>> OP4 : recognize   AVG : 360.86426ms       FPS : 2.771125