The philosophy of computational object recognition, scene understanding, machine learning, and musings on the future of computer vision.
Saturday, April 08, 2006
Finding Sheep -> Pigs on the Wing?
In a latent topic model (aspect model), each document has an associated distribution over latent topics (the mixing proportions). Here, the topics of the scene are mostly composed of the grass and sheep topic.
The mixing proportions on the graph above were obtained using the variational inference procedures that Jon and I wrote for our MATLAB implementation of Latent Dirichlet Allocation.