Tumor Prediction in Mammogram using Neural Network

Ms. P.Valarmathi; Dr. V.Radhakrishnan

Tumor Prediction in Mammogram using Neural Network

Ms. P.Valarmathi * §

Contact

Dr. V.Radhakrishnan

Contact

§ Mookambigai College of Engineering

Tumor Prediction in Mammogram using Neural Network

Article Fingerprint

ReserarchID

CSTKN60D

Tumor Prediction in Mammogram using Neural Network Banner

AI TAKEAWAY

Abstract

Detecting micro calcifications -early breast cancer indicators -is visually tough while recognizing malignant tumors is a highly complicated issue. Digital mammography ensures early breast cancer detection through digital mammograms locating suspicious areas with benign/-malignant micro calcifications. Early detection is vital in treatment and survival of breast cancer as there are no sure ways to prevent it. This paper presents a method of tumor prediction based on extracting features from mammogram using Gabor filter with Discrete cosine transform and classify the features using Neural Network.

References

22 Cites in Article

Reference Format

I Christoyianni,A Koutras,E Dermatas,G Kokkinakis (2002). Computer aided diagnosis of breast cancer in digitized mammograms.
C.-H Wei,C.-T Li,R Wilson (2005). A General Framework for Content-Based Medical Image Retrieval with its Application to Mammograms.
H Cheng (2003). Computer-aided detection and classification of microcalcifications in mammograms: a survey.
R Rangayyan,F Ayres,J Leo Desautels (2007). A review of computer-aided diagnosis of breast cancer: Toward the detection of subtle signs.
H Cheng,X Shi,R Min,L Hu,X Cai,H Du (2006). Approaches for automated detection and classification of masses in mammograms.
Ingrid Daubechies (1992). Ten Lectures on Wavelets.
E Rashed,I Ismail,S (2007). Multiresolution mammogram analysis in multilevel decomposition.
Ioan Buciu,Alexandru Gacsadi (2011). Directional features for automatic tumor classification of mammogram images.
M Meselhy Eltoukhy,I Faye,B &belhaouari Samir (2010). A comparison of wavelet and curvelet for breast cancer diagnosis in digital mammogram.
M Suganthi,M &madheswaran (2010). An enhanced decision support system for breast tumor identification in screening mammograms using combined classifier.
Turgay Ayer,Oguzhan Alagoz,Jagpreet Chhatwal,Jude Shavlik,Charles Kahn,Elizabeth Burnside (2010). Breast cancer risk estimation with artificial neural networks revisited.
M Islam,M Ahmadi,M Sid-Ahmed (2010). An efficient automatic mass classification method in digitized mammograms using artificial neural network.
A Marcano-Cedeño,J Quintanilla-Domínguez,D Andina (2011). WBCD breast cancer database classification applying artificial metaplasticity neural network.
Murat Karabatak,M Ince (2009). An expert system for detection of breast cancer based on association rules and neural network.
Mario Mustra,Andrija Stajduhar (2020). Segmentation Masks for the Mini-Mammographic Image Analysis Society (mini-MIAS) Database.
S Grigorescu,N Petkov,P Kruizinga (2002). Comparison of texture features based on Gabor filters.
Ju Han,Kai-Kuang Ma (2007). Rotation-invariant and scale-invariant Gabor features for texture image retrieval.
N Ahmed,T Natarajan,K (1974). Discrete cosine transform.
N Ahmed,T Natarajan (1983). Discrete-Time Signals and Systems.
M Hagan,H Demuth,M Beale (1997). Neural network design.
Michael Guerriere,Allan Detsky (1991). Neural Networks: What Are They?.
S Haykin (1998). Neural networks: a comprehensive foundation.

Download References

Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Ms. P.Valarmathi, Dr. V.Radhakrishnan. 2013. "Tumor Prediction in Mammogram using Neural Network". Global Journal of Computer Science and Technology - D: Neural & AI GJCST-D Volume 13 (GJCST Volume 13 Issue D2).

More Citation Formats

Select Citation Style:

Download Citation

GJCST Volume 13 Issue D2

Explore Journals Explore Volume Read This Issue

Journal Specifications

Crossref Journal DOI 10.17406/gjcst

Print ISSN 0975-4350

e-ISSN 0975-4172

Keywords

Artificial Neural Network (ANN)Discrete Cosine Transform gabor filter mammograms micro calcifications

Classification

GJCST-D Classification F.1.1

Submission ReceivedApril 9, 2013
Peer Review Double Blind
Handling Editor
Accepted April 30, 2013
Published May 15, 2013

Version of record

v1.2

Issue date

May 19, 2013

Language

English

Experiance in AR

Explore published articles in an immersive Augmented Reality environment. Our platform converts research papers into interactive 3D books, allowing readers to view and interact with content using AR and VR compatible devices.

View in VR

Read in 3D

Your published article is automatically converted into a realistic 3D book. Flip through pages and read research papers in a more engaging and interactive format.

View in 3D

Article Matrices

Total Score: 147

Country: India

Subject: Global Journal of Computer Science and Technology

Authors: Ms. P.Valarmathi, Dr. V.Radhakrishnan (PhD/Dr. count: 1)

View Count (all-time): 399

Total Views (Real + Logic): 3911

Total Downloads (simulated): 282

Publish Date: 2013 05, Wed

Monthly Totals (Real + Logic):

Month 1: 26 views
Month 2: 27 views
Month 3: 41 views
Month 4: 26 views
Month 5: 30 views
Month 6: 36 views
Month 7: 32 views
Month 8: 27 views
Month 9: 41 views
Month 10: 43 views
Month 11: 51 views
Month 12: 27 views
Month 13: 35 views
Month 14: 17 views
Month 15: 34 views
Month 16: 39 views
Month 17: 27 views
Month 18: 34 views
Month 19: 13 views
Month 20: 20 views
Month 21: 17 views
Month 22: 29 views
Month 23: 40 views
Month 24: 25 views
Month 25: 34 views
Month 26: 26 views
Month 27: 37 views
Month 28: 35 views
Month 29: 46 views
Month 30: 13 views
Month 31: 24 views
Month 32: 41 views
Month 33: 26 views
Month 34: 27 views
Month 35: 15 views
Month 36: 33 views
Month 37: 25 views
Month 38: 27 views
Month 39: 28 views
Month 40: 38 views
Month 41: 25 views
Month 42: 36 views
Month 43: 48 views
Month 44: 36 views
Month 45: 34 views
Month 46: 18 views
Month 47: 21 views
Month 48: 32 views
Month 49: 37 views
Month 50: 41 views
Month 51: 36 views
Month 52: 30 views
Month 53: 44 views
Month 54: 15 views
Month 55: 20 views
Month 56: 31 views
Month 57: 23 views
Month 58: 23 views
Month 59: 37 views
Month 60: 42 views
Month 61: 18 views
Month 62: 22 views
Month 63: 40 views
Month 64: 29 views
Month 65: 36 views
Month 66: 29 views
Month 67: 33 views
Month 68: 36 views
Month 69: 29 views
Month 70: 43 views
Month 71: 41 views
Month 72: 17 views
Month 73: 28 views
Month 74: 30 views
Month 75: 18 views
Month 76: 31 views
Month 77: 35 views
Month 78: 27 views
Month 79: 21 views
Month 80: 26 views
Month 81: 26 views
Month 82: 29 views
Month 83: 11 views
Month 84: 44 views
Month 85: 49 views
Month 86: 15 views
Month 87: 32 views
Month 88: 30 views
Month 89: 20 views
Month 90: 21 views
Month 91: 23 views
Month 92: 23 views
Month 93: 20 views
Month 94: 46 views
Month 95: 16 views
Month 96: 44 views
Month 97: 37 views
Month 98: 18 views
Month 99: 43 views
Month 100: 36 views
Month 101: 33 views
Month 102: 24 views
Month 103: 19 views
Month 104: 42 views
Month 105: 22 views
Month 106: 18 views
Month 107: 28 views
Month 108: 18 views
Month 109: 23 views
Month 110: 23 views
Month 111: 28 views
Month 112: 27 views
Month 113: 26 views
Month 114: 36 views
Month 115: 29 views
Month 116: 45 views
Month 117: 34 views
Month 118: 43 views
Month 119: 36 views
Month 120: 13 views
Month 121: 11 views
Month 122: 39 views
Month 123: 20 views
Month 124: 50 views
Month 125: 23 views
Month 126: 32 views
Month 127: 39 views
Month 128: 29 views
Month 129: 16 views
Month 130: 49 views
Month 131: 23 views
Month 132: 27 views
Month 133: 16 views
Month 134: 43 views
Month 135: 46 views
Month 136: 36 views
Month 137: 25 views
Month 138: 22 views
Month 139: 39 views
Month 140: 34 views
Month 141: 27 views
Month 142: 21 views
Month 143: 37 views
Month 144: 21 views
Month 145: 28 views
Month 146: 21 views
Month 147: 46 views
Month 148: 37 views
Month 149: 25 views
Month 150: 27 views
Month 151: 40 views
Month 152: 44 views
Month 153: 25 views
Month 154: 81 views
Month 155: 54 views
Month 156: 42 views
Month 157: 48 views
Month 158: 46 views
Month 159: 55 views
Month 160: 44 views
Month 161: 20 views

Total Views: 3.9K

Total Downloads: 282

All Trends