I detect looping of cascade classifier construction on last stages. I use script:
g:\Programs\opencv_3_64\bin\Release\opencv_traincascade.exe -data "d:\data\5_train_LHaar12" -vec positives.vec -bg tB4_negSamples.dat -numPos 10000 -numNeg 20000 -numStages 12 -w 16 -h 16 -minHitRate 0.995 -maxFalseAlarmRate 0.5 -weightTrimRate 0.95 -maxDepth 1 -maxWeakCount 800 -precalcValBufSize 1024 -precalcIdxBufSize 1024 -numThreads 7 -mode ALL
Result on stage N 11:
...........
Stage N 11 was constructed successfully for lower values of samples: -numPos 5000 -numNeg 10000
What are the reasons for looping? Insufficient number of data samples? There is no possibility to improve discriminative ability of cascade classifier? Or something else?