SEGMENTATION AND CLASSIFICATION OF CERVICAL CYTOLOGY IMAGES USING MORPHOLOGICAL AND STATISTICAL OPERATIONS

Abstract
vv9v8v09fq:tblJournal:TAXANOMY OF ATTACKS IN WIRELES;SCRUTINIZING THE VIDEO AND VID;BER evaluation of LDPC codes w;an efficient technique for cha;A Novel Segmentation and Conto;IMPROVEMENT OF FAR FIELD RADIA;PAPR Reduction in OFDM by Usin;segmenting ArticularCartilage ;PERFORMANCE EVALUATION OF INTE;GA based Dynamic Routing in WD;Provisioning Restorable Virtua;PERFORMANCE EVALUATION AND COM;Content Based Image Retrieval ;Distributed Cross Layer Optimi;Image Segmnetation using Ncut ;Design of CRLH TL using Partic;Load Forecaster;Computer Aided Diagnosis of Di;DNS Health Visualization;Reliability of Component Based;Robust Color Image Watermarkin;Performance Enhancement using ;A Hybrid Fuzzy Rule Based Algo;FPGA BASED ASYNCHRONOUS PIPELI;NSCT Based Local Enhancement f;AN EFFICIENT NEURAL NETWORK BA;Performance Comparison of Inte;Parametric Evaluation on the P;multiple viewpoint rendering i;Using H264 AVC INTRA for DCT B;Efficient Web Logs Stair Case ;Detecting Digital Image Forger;FEATURE RANKING ALGORITHM FOR ;SPEECH TRANSACTION FOR BLIND;Approaches for Intrusion Detec;COEXISTENCE OF IEEE 802.15.4 W;Modified Ant based Classificat;An Approach of Tag and Value S;Spatially Adaptive Hybrid Tech;PROTOCOLS FOR INCREASING THE L;CLOSED FORM MODELING OF CROSST;A SURVEY ON WAVELENGTH DIVISIO;Knowledge Engineering to Aid t;ICA based Digital Image Waterm;IMAGE COMPRESSION ALGORITHM;Performance Evaluation of diff;A Survey on Mining services fo;A SWITCHING ALGORITHM USING MO;PERFORMANCE ANALYSIS OF A MODI;A HETEROGENEOUS MULTIPROCESSOR;position manets with embedded ;FingerPrint Classification bas;abc;Web Spider;A Policy enforcing and revokin;Congestion Control in Heteroge;Gesture-Based Wearable Computi;A STUDY ON IMPACT OF CREDIT RI;STUDY ON IMPACT OF CREDIT RISK;Analysis of Wavelet based Imag;SPECTRAL SUBTRACTION METHOD OF;segmenting articular cartilage;EVALUATION AND COMPARISON OF E;CROSS LAYERED HYBRID TRANSPORT;Data Encryption Standard Enabl;Performance of AAR in Waveleng;Detection and Isolation of Mis;Enhanced Neural Network Model ;Detection of Human Facial Beha;Automatic Diagnosis of Abnorma;Improved statistical feature b;Fast motion estimation algorit;Fabric defect detection using ;One-time Password:A Survey;Secure wireless WSN;An Improved Medical Image codi;xyz;Energy efficient power allocat;Boosted Nonlinear Coherent Dif;Use of Visual Perception for i;MRI Mammogram Image Segmentati;Disorder Approximation Using E;ABSORPTIVE OPTICAL BISTABILITY;PERFORMANCE ANALYSIS OF DSR RO;A TWO LEVEL ARCHITECTURE USING;FAULT LOCALIZATION AND ALARM C;CROSS LAYER BASED THROUGHPUT O;EVALUATION OF OPTIMAL TRANSMIT;BER EVALUATION OF LDPC CODES W;Key Management Techniques for ;Detection of Microcalcificatio;Simulated Characteristics of P;Wireless;EWG-AMR Using WSN;A Survey of Combining the Tag;DATA SECURITY IN LOCAL AREA NE;Comparison of performance of S;Simulation study of Different ;Hybrid Local Ridgelet and Dual;Proposal for Low cost wireless;Coded UWA Communication With C;COMPARISON OF RED AND E-RED: A;GEO POSITION BASED ROUTING FOR;Exploiting Need Of Data Mining;A DYNAMIC FEATURE SELECTION ME;A FAST AND ELITIST BI-OBJECTIV;USING GENETIC ALGORITHMS FOR D;MULTI-DOCUMENT TEXT SUMMARIZAT;INTRUSION DETECTION USING ARTI;A STUDY ON BIOMETRIC TEMPLATE ;DMAC-An Integrated Encryption ;SOME ATTACKS ON CLOUD COMPUTIN;A Survey of Data Mining Techni;CONSTRICTED PARTICLE SWARM OPT;FUZZY LOGIC CONTROLLER BASED A;ENHANCED HYBRID PSO – ACO ALGO;SEMANTIC WEB BASED PERSONALIZE;CONTENTION AWARE TASK SCHEDULI;GUARANTEEING QoS IN BLUETOOTH ;Performance analysis of PAPR r;Convergence of 3G and 4G;DATA MINING A TOOL TO BUILD C;BER PERFORMANCE COMPARISON OF ;OPTIMIZATION OF GRID RESOURCE ;Evaluation of QoS based Web Se;Smurf Attacks Attacks using I;sadf;Integrated SPOC based Healthca;REMOTE MONITORING SYSTEM OF EC;An Asymptotic Performance Meas;Ensemble Design of Masquerader;IMPLEMENTATION OF ADAPTIVE MOD;A Novel Approach for Computati;Sorting using Genetic Algorith;Data Quality Mining using Asso;image compression;Secure Hardware routing for wi;AN ACCURATE MODELING OF DELAY ;A NOVEL QOS SCHEDULING FOR WIR;FPGA BASED HARDWARE KEY FOR TE;ADAPTIVE SERVICE PROVISIONING ;SIMULATED CHARACTERISTICS OF P;PERFORMANCE EVALUATION OF TURB;Decentralized Self-Adaptation ;A Survey of Methods and Strate;IMPLEMENTATION OF OPTIMIZATION;A comparison on prediction of ;DESIGN OF HIGH SPEED FIR FILTE;Genetic Algorithm for optimiza;IMAGE CRYPTING DATA TRAVELLER;A STUDY ON THE IMPACT OF CORPO;Peak to Average Power Ratio Re;Comparative Study of Spatial D;Remote-Control System of High ;FPGA Implementation of Lightwe;A Survey on Ubiquitous Computi;CONTENT BASED IMAGE RETRIEVAL ;An Efficient Strategy to Reduc;FINGERPRINT LIVENESS DETECTION;APPLICATION OF IVIFSSRT IN DEC;EMERGING TRENDS IN ONLINE MARK;LEAN WASTES: CLASSIFICATIONS F;A STUDY ON CREDIT MECHANISM OF;NOISE ESTIMATION USING STANDAR;Energy EfficientResource Alloc;Risk Level Prediction System o;CLASSIFIER TECHNIQUE FOR IDENT;Critical Review on Practical S;RECOGNITION OF TAMIL SYLLABLES;UNDERSTANDING USER SEARCH BEHA;Power Management using WSN-Bas;SINGLE FRAME SUPER RESOLUTION ;SEGMENTATION AND QUALITY ANALY;EFFICIENTLY MINING CLOSED SEQU;REAL-TIME OBJECT DETECTION IN ;Personnel Recommendation Syste;LOW-POWER WIRELESS ECG ACQUISI;A NOVEL AUTHENTICATION SYSTEM ;Petrol pump automation using R;E-MDDR SCHEDULING ALGORITHM FO;CSR initiated with an agog or ;A NEW STEP IN BRAIN COMPUTER I;Multiple Target Tracking using;Comparative study of Software ;AN IMPLEMENTATION OF EIS-SVM C;Low Area and Low Power Perform;PROTECTING ROUTE ANONYMITY IN ;IMPLEMENTING CIPHER TEXT POLIC;Enhanced life time of Wireless;ANALYSIS EFFECIENY OF GRAPH C;SEGMENTATION AND QUALITY ANALY;UNCONVENTIONAL AND OPTIMIZED M;Speech Recognition of Tamil Ph;SOCIO PSYCHO ECONOMICS KNOW;Student Prediction System Usin;Segmentation and Classificatio;Personality trait- converging ;Comparitive Analysis of Optimi;hyperspectral image analysis u;IDENTITY BASED LOCALIZATION TE;CDPSM: A New Optimized Progres;Survey on implementation of pr;Review of BulkData Disseminati;GATE ENGINEERING OF DOUBLE GAT;BEHAVIORAL MODELLING OF CMOSFE;AN ANALYSIS TO DESIGN MERGED D;HIGH SPEED ONLINE FAULT DETECT;CASE STUDY OF EXPLICIT AND IMP;ANALYSIS OF FACTORS AFFECTING ;Analysis of factors affecting ;A NOVEL MIFGMOS TRANSISTOR BAS;PERFORMANCE AND RELIABILITY AN;PERFORMANCE ANALYSIS OF SLOTTE;DESIGN AND IMPLEMENTATION OF L;DESIGN OF TWO DIMENSIONAL PHOT;PERMANENT MISMATCH FAULT IDENT;NETWORK ON-CHIP AND ITS RESEAR;An Insecure Wild Web: A Large-;HRD UNDER THE FATHOM OF BOTTOM;QUALITY ASSESSMENT OF BISCUITS;A COMPREHENSIVE STUDY ON TEXT ;AN ILLUMINATION INVARIANT FACE;Intelligent Adaptive Energy Ef;A FACTORIAL MODEL ON PROPAGATI;THE EFFECT OF ICT SERVICES ON ;PERSONALITY TRAIT- CONVERGING ;A STUDY OF ONLINE PURCHASE BEH;DEVELOPING MASS TRANSIT SYSTEM;IMPACT OF MOTIVATION ON JOB SA;ASSESSMENT OF PRIMARY HEALTH C;EDGE DETECTION USING MULTISPEC;A SEMANTIC BASED ONTOLOGY MAPP;ENDOCARDIUM SEGMENTATION: AN A;AN ADJUSTABLE SPEED CONTROL OF;A study on Post Merger and Acq;Load Balancing and Scheduling ;Adaptive Light Control and Veh;EFFICIENT AND SECURE DATA HID;To Measure the Performance wit;A Study of Clustering Based Al;Orientation Field Reconstructi;Green Growth Initiatives --- A;PRESERVING THE GROWTH OF CROPS;CORTICAL SURFACE RECONSTRUCTIO;SOME LANGUAGES UNDER THE SUPER;Graph Community Detection_Norm;SATELLITE IMAGE PROCESSING FOR;DETECTION AND PREVENTION OF UN;Indexing and Query Processing ;A Review for Cluster Based Rou;Sentiment Analysis in Malayala;TOP-K SEARCH ON GRAPHS WITH M;Survey of Association Rule Min;Throughput erasure channel;Testbed Implementation of Spec;Mobile Data Gathering With Min;information technology;Leaders and Entrepreneurs invi;RESOLUTION ENRICHMENT USING GP;FRUIT FLY K-MEANS CLUSTERING A;ENERGY EFFICIENT ROUTING IN CO;RELIABLE DYNAMIC SOURCE ROUTIN;A SURVEY ON MULTICAST ROUTING ;SECUCervical cancer that is a disease, in which malignant (cancer) cells form in the tissues of the cervix, is one of the fourth leading causes of cancer death in female community worldwide. The cervical cancer can be prevented and/or cured if it is diagnosed in the pre-cancerous lesion stage or earlier. A common physical examination technique widely used in the screening is called Papanicolaou test or Pap test which is used to detect the abnormality of the cell. Due to intricacy of the cell nature, automating of this procedure is still a herculean task for the pathologist. This paper addresses solution for the challenges in terms of a simple and novel method to segment and classify the cervical cell automatically. The primary step of this procedure is pre-processing in which de-nosing, de-correlation operation and segregation of colour components are carried out, Then, two new techniques called Morphological and Statistical Edge based segmentation and Morphological and Statistical Region Based segmentation Techniques- put forward in this paper, and that are applied on the each component of image to segment the nuclei from cervical image. Finally, all segmented colour components are combined together to make a final segmentation result. After extracting the nuclei, the morphological features are extracted from the nuclei. The performance of two techniques mentioned above outperformed than standard segmentation techniques. Besides, Morphological and Statistical Edge based segmentation is outperformed than Morphological and Statistical Region based Segmentation. Finally, the nuclei are classified based on the morphological value The segmentation accuracy is echoed in classification accuracy. The overall segmentation accuracy is 97%.

Authors
S Anantha Sivaprakasam1, E R Naganathan2
Manonmaniam Sundaranar University, India1, Hindustan University, India2

Keywords
Cervical cancer cell, Pap Smear Test, segmentation, classification, morphological and statistical edge based segmentation, morphological and statistical region based segmentation
Published By :
ICTACT
Published In :
ICTACT Journal on Image and Video Processing
( Volume: 7 , Issue: 3 )
Date of Publication :
February 2017

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.