Evolution of classification results as a function of the AL loop. In all panels the orange and blue lines show the results from random and uncertainty sampling, respectively. The dashed regions mark one standard deviation over 100 realizations. The initial training sample in all experiments consisted of ten alerts (five randomly selected from each class) and at each loop only one object was added to the training sample (batch = 1).