Next week I will present a couple of papers (the second one just if I have enough time). Both papers are related to constructing generative models from image sequences.
Christopher K.I. Williams and Michalis K. Titsias. Learning About Multiple Objects in Images: Factorial Learning without Factorial Search. Paper here.
Y. Z. Wang, S.C. Zhu, “A Generative Method for Textured Motion: Analysis and Synthesis”, Proc. of European Conf. on Computer Vision (ECCV), Copenhagen, June, 2002. Paper here. Further material here.