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  1. $ opencv_traincascade -data cascade -vec samples/positives.vec -bg negative_samples -numStages 20 -precalcValBufSize 10 -precalcIdxBufSize 200 -acceptanceRatioBreakValue 0.0001 -w 50 -h 50 -mode ALL -maxWeakCount 100 -maxDepth 1 -weightTrimRate 0.95
  2. PARAMETERS:
  3. cascadeDirName: cascade
  4. vecFileName: samples/positives.vec
  5. bgFileName: negative_samples
  6. numPos: 2000
  7. numNeg: 1000
  8. numStages: 20
  9. precalcValBufSize[Mb] : 10
  10. precalcIdxBufSize[Mb] : 200
  11. acceptanceRatioBreakValue : 0.0001
  12. stageType: BOOST
  13. featureType: HAAR
  14. sampleWidth: 50
  15. sampleHeight: 50
  16. boostType: GAB
  17. minHitRate: 0.995
  18. maxFalseAlarmRate: 0.5
  19. weightTrimRate: 0.95
  20. maxDepth: 1
  21. maxWeakCount: 100
  22. mode: ALL
  23. Number of unique features given windowSize [50,50] : 5005351
  24.  
  25. ===== TRAINING 0-stage =====
  26. <BEGIN
  27. POS count : consumed 2000 : 2000
  28. NEG count : acceptanceRatio 1000 : 1
  29. Precalculation time: 8.716
  30. +----+---------+---------+
  31. | N | HR | FA |
  32. +----+---------+---------+
  33. | 1| 0.9995| 0.011|
  34. +----+---------+---------+
  35. END>
  36. Training until now has taken 0 days 1 hours 5 minutes 58 seconds.
  37.  
  38. ===== TRAINING 1-stage =====
  39. <BEGIN
  40. POS count : consumed 2000 : 2001
  41. NEG count : acceptanceRatio 1000 : 0.0122336
  42. Precalculation time: 12.277
  43. +----+---------+---------+
  44. | N | HR | FA |
  45. +----+---------+---------+
  46. | 1| 1| 1|
  47. +----+---------+---------+
  48. | 2| 1| 0.287|
  49. +----+---------+---------+
  50. END>
  51. Training until now has taken 0 days 2 hours 26 minutes 57 seconds.
  52.  
  53. ===== TRAINING 2-stage =====
  54. <BEGIN
  55. POS count : consumed 2000 : 2001
  56. NEG count : acceptanceRatio 1000 : 0.00352168
  57. Precalculation time: 5.118
  58. +----+---------+---------+
  59. | N | HR | FA |
  60. +----+---------+---------+
  61. | 1| 1| 1|
  62. +----+---------+---------+
  63. | 2| 1| 0.114|
  64. +----+---------+---------+
  65. END>
  66. Training until now has taken 0 days 3 hours 31 minutes 55 seconds.
  67.  
  68. ===== TRAINING 3-stage =====
  69. <BEGIN
  70. POS count : consumed 2000 : 2001
  71. NEG count : acceptanceRatio 1000 : 0.000405367
  72. Precalculation time: 4.813
  73. +----+---------+---------+
  74. | N | HR | FA |
  75. +----+---------+---------+
  76. | 1| 1| 0|
  77. +----+---------+---------+
  78. END>
  79. Training until now has taken 0 days 4 hours 32 minutes 57 seconds.
  80.  
  81. ===== TRAINING 4-stage =====
  82. <BEGIN
  83. POS count : consumed 2000 : 2001
  84. Train dataset for temp stage can not be filled. Branch training terminated.
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