Kumar, Sanjiv; August, Jonas; Hebert, Martial - 2005
Estimation of parameters of random field models from labeled training data is crucial for their good performance in many image analysis applications. In this paper, we present an approach for ap- proximate maximum likelihood parameter learning in discriminative field models, which is based on...