Optimization methods for discriminative training of conditional random fields based on minimum tag error

2012 ◽  
Author(s):  
Y. Xiong
Keyword(s):  
Random Fields ◽  
Conditional Random Fields ◽  
Optimization Methods ◽  
Discriminative Training

scholarly journals Conditional Random Fields for Image Labeling

2016 ◽  
Vol 2016 ◽  
pp. 1-15 ◽  
Author(s):  
Tong Liu ◽  
Xiutian Huang ◽  
Jianshe Ma
Keyword(s):  
Random Fields ◽  
Conditional Random Fields ◽  
Markov Models ◽  
Rapid Development ◽  
Mean Field ◽  
Optimization Methods ◽  
Field Approximation ◽  
Graph Cut ◽  
Mean Field Approximation ◽  
Image Labeling

With the rapid development and application of CRFs (Conditional Random Fields) in computer vision, many researchers have made some outstanding progress in this domain because CRFs solve the classical version of the label bias problem with respect to MEMMs (maximum entropy Markov models) and HMMs (hidden Markov models). This paper reviews the research development and status of object recognition with CRFs and especially introduces two main discrete optimization methods for image labeling with CRFs: graph cut and mean field approximation. This paper describes graph cut briefly while it introduces mean field approximation more detailedly which has a substantial speed of inference and is researched popularly in recent years.

Minimum tag error for discriminative training of conditional random fields

2009 ◽  
Vol 179 (1-2) ◽  
pp. 169-179 ◽  
Author(s):  
Ying Xiong ◽  
Jie Zhu ◽  
Hao Huang ◽  
Haihua Xu
Keyword(s):  
Random Fields ◽  
Conditional Random Fields ◽  
Discriminative Training

Detection Approach of DDoS Attacks Based on Conditional Random Fields

2011 ◽  
Vol 22 (8) ◽  
pp. 1897-1910 ◽  
Author(s):  
Yun LIU ◽  
Zhi-Ping CAI ◽  
Ping ZHONG ◽  
Jian-Ping YIN ◽  
Jie-Ren CHENG
Keyword(s):  
Random Fields ◽  
Conditional Random Fields ◽  
Ddos Attacks ◽  
Detection Approach

Long-range Terrain Perception Based on Conditional Random Fields

ROBOT ◽  
2010 ◽  
Vol 32 (3) ◽  
pp. 326-333
Author(s):  
Mingjun WANG ◽  
Jun ZHOU ◽  
Jun TU ◽  
Chengliang LIU
Keyword(s):  
Long Range ◽  
Random Fields ◽  
Conditional Random Fields
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