from Detector import Detector __author__ = 'Rik Smit ([email protected])' projectDirectory = '/home/rik-target/owncloud-rixmit/Studie/Droneproject/dataset/cows/' datasetIds = [ 'DJI_0005_cut_233-244', 'DJI_0007_cut_22-65', 'DJI_0081' ] detector = Detector(projectDirectory, datasetIds) detector.featureType = 'HSV-HIST' detector.classifierType = 'SVM-RBF' datasetIdx = 0 # used for interset (which set is tested on parameterOptions = { # lists of different classifier parameters values that should be tested 'C': [1, 2, 3, 4, 5, 8, 16, 32, 64, 128, 256], 'gamma': [0.1, 1, 10, 100, 1000], 'n_neighbors': [1, 2, 3, 4, 5, 10] } # singleset test detector.gridSearchSingleSet(parameters=parameterOptions, datasetIdx=datasetIdx) # crossset test detector.gridSearch(parameters=parameterOptions)
from pprint import pprint from Detector import Detector __author__ = 'Rik Smit ([email protected])' projectDirectory = '/home/rik-target/owncloud-rixmit/Studie/Droneproject/dataset/cows/' datasetIds = ['DJI_0005_cut_233-244', 'DJI_0007_cut_22-65', 'DJI_0081'] detector = Detector(projectDirectory, datasetIds) detector.featureType = 'HSV-HIST' detector.classifierType = 'SVM-RBF' datasetIdx = 0 # used for interset (which set is tested on parameterOptions = { # lists of different classifier parameters values that should be tested 'C': [1, 2, 3, 4, 5, 8, 16, 32, 64, 128, 256], 'gamma': [0.1, 1, 10, 100, 1000], 'n_neighbors': [1, 2, 3, 4, 5, 10] } # singleset test detector.gridSearchSingleSet(parameters=parameterOptions, datasetIdx=datasetIdx) # crossset test detector.gridSearch(parameters=parameterOptions)
