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MIA_Unsupervised_Segmentation

Discover MIA_Unsupervised_Segmentation: 24 flashcards with questions and answers.

Subject
Sciences / Medical science
Language of creation
English
24 flashcards No ratings yet 0 views
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Cards in this set

Card 21

Question

Different criteria can be used in clustering approaches, some include: Minimize cluster distances Maximize cluster distances Cluster by density Cluster by data type

Answer

Maximize cluster distances Cluster by density

Card 22

Question

Overlap in defining cluster is used to … Model uncertainty stemming from imaging (e.g., PVE, poor SNR) Not really used as clusters are typically well separated Cope with intensity inhomogeneities

Answer

Model uncertainty stemming from imaging (e.g., PVE, poor SNR)

Card 23

Question

The idea behind fuzzy c-means is to … Iterate between cluster center and membership value updates Maximize voxel like hood based on intensity information Cluster noisy (fuzzy) intensity information using average estimations

Answer

Iterate between cluster center and membership value updates

Card 24

Question

GMM uses the EM algorithm in order to … To speed up the segmentation GMM does not use EM To estimate model parameters and voxel labels To estimate one set of parameters and voxel labels Closed form to estimate voxel lables

Answer

To estimate model parameters and voxel labels

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