Markov Random Fields & Conditional Random Fields. John Winn MSR Cambridge. Road map. Markov Random Fields What they are Uses in vision/object recognition Advantages Difficulties Conditional Random Fields What they are Further difficulties. 12. 23. X 1. X 2. X 3. 234. X 4.
John WinnMSR Cambridge
X4Markov Random Fields
Sufficient statisticsof data
Expected model sufficient statistics
Lafferty et al., 2001
Sufficient statisticsof labels given the image
Expected sufficient statistics given the image