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DancingGaga

Openpose implementation using darknet framework, originated from openpose-darknet

Result

demo

Steps to build from Visual Studio 2015

  • First you need to build lightnet
  • Then you need to have premake installed and execute DancingGaga/gen-vs2015.bat to generate DancingGaga/vs2015 folder
  • You can find DancingGaga/vs2015/DancingGaga.sln, you should be able to build it w/o errors. (If you are lucky like me.)

Steps to run

  • Download weight file and copy it as bin/openpose.weight

  • Usage

DancingGaga.exe -cfg=[openpose.cfg] -weights=[openpose.weight] media-source

e.g you can detect pose from a video

DancingGaga.exe pickme-101.mp4

Or from an image

DancingGaga.exe person.jpg

Or even from your default camera (index #0)

DancingGaga.exe 0

network layout

layer     filters    size              input                output
   0 conv     64  3 x 3 / 1   200 x 200 x   3   ->   200 x 200 x  64 0.138 BF
   1 conv     64  3 x 3 / 1   200 x 200 x  64   ->   200 x 200 x  64 2.949 BF
   2 max          2 x 2 / 2   200 x 200 x  64   ->   100 x 100 x  64 0.003 BF
   3 conv    128  3 x 3 / 1   100 x 100 x  64   ->   100 x 100 x 128 1.475 BF
   4 conv    128  3 x 3 / 1   100 x 100 x 128   ->   100 x 100 x 128 2.949 BF
   5 max          2 x 2 / 2   100 x 100 x 128   ->    50 x  50 x 128 0.001 BF
   6 conv    256  3 x 3 / 1    50 x  50 x 128   ->    50 x  50 x 256 1.475 BF
   7 conv    256  3 x 3 / 1    50 x  50 x 256   ->    50 x  50 x 256 2.949 BF
   8 conv    256  3 x 3 / 1    50 x  50 x 256   ->    50 x  50 x 256 2.949 BF
   9 conv    256  3 x 3 / 1    50 x  50 x 256   ->    50 x  50 x 256 2.949 BF
  10 max          2 x 2 / 2    50 x  50 x 256   ->    25 x  25 x 256 0.001 BF
  11 conv    512  3 x 3 / 1    25 x  25 x 256   ->    25 x  25 x 512 1.475 BF
  12 conv    512  3 x 3 / 1    25 x  25 x 512   ->    25 x  25 x 512 2.949 BF
  13 conv    256  3 x 3 / 1    25 x  25 x 512   ->    25 x  25 x 256 1.475 BF
  14 conv    128  3 x 3 / 1    25 x  25 x 256   ->    25 x  25 x 128 0.369 BF
  15 conv    128  3 x 3 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.184 BF
  16 conv    128  3 x 3 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.184 BF
  17 conv    128  3 x 3 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.184 BF
  18 conv    512  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 512 0.082 BF
  19 conv     38  1 x 1 / 1    25 x  25 x 512   ->    25 x  25 x  38 0.024 BF
  20 route  14
  21 conv    128  3 x 3 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.184 BF
  22 conv    128  3 x 3 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.184 BF
  23 conv    128  3 x 3 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.184 BF
  24 conv    512  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 512 0.082 BF
  25 conv     19  1 x 1 / 1    25 x  25 x 512   ->    25 x  25 x  19 0.012 BF
  26 route  19 25 14
  27 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  28 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  29 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  30 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  31 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  32 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  33 conv     38  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  38 0.006 BF
  34 route  26
  35 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  36 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  37 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  38 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  39 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  40 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  41 conv     19  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  19 0.003 BF
  42 route  33 41 14
  43 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  44 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  45 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  46 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  47 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  48 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  49 conv     38  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  38 0.006 BF
  50 route  42
  51 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  52 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  53 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  54 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  55 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  56 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  57 conv     19  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  19 0.003 BF
  58 route  49 57 14
  59 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  60 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  61 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  62 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  63 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  64 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  65 conv     38  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  38 0.006 BF
  66 route  58
  67 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  68 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  69 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  70 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  71 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  72 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  73 conv     19  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  19 0.003 BF
  74 route  65 73 14
  75 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  76 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  77 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  78 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  79 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  80 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  81 conv     38  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  38 0.006 BF
  82 route  74
  83 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  84 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  85 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  86 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  87 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  88 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  89 conv     19  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  19 0.003 BF
  90 route  81 89 14
  91 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
  92 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  93 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  94 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  95 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
  96 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
  97 conv     38  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  38 0.006 BF
  98 route  90
  99 conv    128  7 x 7 / 1    25 x  25 x 185   ->    25 x  25 x 128 1.450 BF
 100 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
 101 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
 102 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
 103 conv    128  7 x 7 / 1    25 x  25 x 128   ->    25 x  25 x 128 1.004 BF
 104 conv    128  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x 128 0.020 BF
 105 conv     19  1 x 1 / 1    25 x  25 x 128   ->    25 x  25 x  19 0.003 BF
 106 route  105 97

Note

  1. Darknet version openpose.cfg and openpose.weight are ported from COCO version

pose_deploy_linevec.prototxt and pose_iter_440000.caffemodel.

  1. You could change net input width, height in openpose.cfg.

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