Simultaneous Motion Detection and Background Reconstruction with a Conditional Mixed-State Markov Random Field

Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images

Stuart Geman, Donald Geman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1984 · 18K citations

Arts, Biomedical Engineering, Bayesian Data Analysis +16

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

John Lafferty, Andrew McCallum, Fernando C. N. Pereira · Scholarly Commons (University of Pennsylvania) · 2001 · 13K citations · Full text

Computing, Computer Science, Computational Linguistics +12

Spatial Interaction and the Statistical Analysis of Lattice Systems

Julian Besag · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1974 · 6.2K citations

Computing, Ecology, Plant Ecology +16

On the Statistical Analysis of Dirty Pictures

Julian Besag · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1986 · 4.2K citations

Computing, Computer Science, Bayesian Data Analysis +11

Pfinder: real-time tracking of the human body

Christopher R. Wren, A. Azarbayejani, Trevor Darrell et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1997 · 4.2K citations

Computing, Computer Science, Mechatronics Engineering +14