CODEWITHSUNDEEP
c++rmatlabimage-processingmachine-learning
Benson
Benson

Reputation: 151

Conditional Random Fields

Is there a training and optimization algorithm for 2-D (two dimensional) conditional random fields (CRF) suited for classification of imagery?

Has anyone used CRF package in R (http://crf.r-forge.r-project.org/html/CRF-package.html) for image classification? I would like to have a view of a working example code. Thanks.

Upvotes: 5

Views: 989

Answers (3)

Vite Falcon
Vite Falcon

Reputation: 6645

Look up on Markov Random Fields. Here's a link to a paper you might be interested in: Patric Perez: Markov Random Fields and Images (1998).

Upvotes: 2

James Harper
James Harper

Reputation: 560

classification of imagery usually involves bag of words and feature pooling and stuff, whereas conditional random field is for labeling sequential data. so it might not be appropriate to use crf in this scenario.

Upvotes: 0

yura
yura

Reputation: 14645

I do not think it will work alone. Since image classification is about scaling and affine transformation, so the key feature for accurate image classification is preprocessing not classification algorithm.

Upvotes: 1

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