Research Article

A Joint Learning Approach to Face Detection in Wavelet Compressed Domain

Table 1

Variants of the AdaBoost algorithm.

AlgorithmAuthors and referencesDescription

AdaBoostFreund and Schapire [22]Original algorithm
RealBoostSchapire and Singer [23]A real version of weak hypothesis
AdaBoost.M1/M2Freund and Schapire [22]Multiple class extension of original AdaBoost algorithm
AdaBoost.RFreund and Schapire [22]Solving regression problems
AdaBoost.MO/MH/MRSchapire and Singer [23]Multiclass, multilabel extensions
Kullback-Leibler BoostingLiu and Shum [40]Incorporate Kullback-Leibler divergence into AdaBoost
FloatBoostLi and Zhang [9]Replace exponential error function by backtrack mechanism