The brain MRI classification problem from wavelets perspective

Mohamed Mokhtar Bendib; Hayet Farida Merouani; Fatma Diaba

doi:10.1117/12.2180561

14 February 2015 The brain MRI classification problem from wavelets perspective

Mohamed Mokhtar Bendib, Hayet Farida Merouani, Fatma Diaba

Author Affiliations +

Proceedings Volume 9445, Seventh International Conference on Machine Vision (ICMV 2014); 94451I (2015) https://doi.org/10.1117/12.2180561
Event: Seventh International Conference on Machine Vision (ICMV 2014), 2014, Milan, Italy

Abstract

Haar and Daubechies 4 (DB4) are the most used wavelets for brain MRI (Magnetic Resonance Imaging) classification. The former is simple and fast to compute while the latter is more complex and offers a better resolution. This paper explores the potential of both of them in performing Normal versus Pathological discrimination on the one hand, and Multiclassification on the other hand. The Whole Brain Atlas is used as a validation database, and the Random Forest (RF) algorithm is employed as a learning approach. The achieved results are discussed and statistically compared.

Citation Download Citation

Mohamed Mokhtar Bendib, Mohamed Mokhtar Bendib, Hayet Farida Merouani, Hayet Farida Merouani, Fatma Diaba, Fatma Diaba, } "The brain MRI classification problem from wavelets perspective", Proc. SPIE 9445, Seventh International Conference on Machine Vision (ICMV 2014), 94451I (14 February 2015); doi: 10.1117/12.2180561; https://doi.org/10.1117/12.2180561

ACCESS THE FULL ARTICLE

PERSONAL SIGN IN
Full access may be available with your subscription

Email or Username Forgot your username?

Password Forgot your password?

Show

Remember Email/Username on this computer

Remember Password

No SPIE account? Create an account
or Institutional Sign In via Shibboleth

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $14.40

Non-members: $18.00 ADD TO CART

Show All Keywords

Keywords/Phrases

Search In:

Publication Years