SlideShare uma empresa Scribd logo
1 de 20
S.A.P.D.J PATHSHALA’S
                   WALCHAND INSTITUTE OF TECHNOLOGY,
                                SOLAPUR




   AN OVERVIEW OF MEDICAL IMAGING
  TECHNIQUES USED IN BREAST CANCER


        Presented by:                         Guided by:

Inamdar Farhan (TE ENTC)            Prof. V.H.Kondekar (ME Computer Networks)
Gudur Venkateshwarlu(TE ENTC)       Prof.A.V.Thalange (ME VLSI & Embedded systems)
Introduction to cancer

   What is cancer?
         Disordered growth of cells in the human body is
    termed as cancer.


   How cancer arise?
         Cells become cancer cells because of damage to DNA
The normal breast

Breast cancer:

Breast Cancer is a form of cancer that occurs
in the breast tissue.

Symptoms:

Swelling of all or part of a breast
 Skin irritation
Breast or nipple pain
Nipple retraction (turning inward)
Redness, scaliness, or thickening of the nipple or breast skin
Nipple discharge (other than breast milk)
Types of breast cancers



  Ductal carcinoma in situ
  Lobular carcinoma in situ
  Invasive (or infiltrating) ductal carcinoma
  Invasive (or infiltrating) lobular
   carcinoma
Detection of Breast Cancer and tumors
       Importance


   Importance of screening

    Screening refers to tests and exams used
    to find a disease, like cancer, in people
    who do not have any symptoms.
Different types of imaging techniques
     Imaging refers to obtaining an image.



     Following are the various methods used for breast
     imaging:


1.   Mammogram
2.   Magnetic Resonance Imaging
3.   Digital mammogram
4.   Breast Ultrasound - Imaging
5.   Digital Infrared Thermal Imaging
6.   Breast Optical Imaging
Mammogram

 A mammogram is an x-ray of the breast.
 Brief Introduction.
 Advantages.
Magnetic Resonance Imaging

 MRI scans use radio waves and strong
  magnets.
 Principle.
 Applications.
Digital mammogram

   Digital mammograms are recorded and
    stored on a computer, similar to a digital
    data.

   Advantages:
       Data flexibility
Breast Ultrasound – Imaging

 High-frequency sound waves are used.
 How it is done?
 Advantages:
    Ultrasound imaging is a noninvasive medical test
    Used in real time observation
Digital Infrared Thermal
Imaging


 It uses the electromagnetic waves
  characteristics of the body.
 It mainly uses metabolic activities of
  tissues
 How it is done?
Breast Optical Imaging

 It employs diffuse light that propagates
  through tissue.
 It uses optical characteristics of tissues.
Breast cancer in men

 Many people today think only women
  can develop breast cancer but little do
  they know that men can, too.
 Seriousness of breast cancer in men.
 How to overcome or prevent?
 Computer-Aided Detection of
Breast Cancer


 CAD systems have been developed for
  analyzing digitized film/screen images.
 Importance of CAD.
 Advantages over manual detection.
A CAD system
               C
               o
               m
               p
               a
               r   Knowledge
               i     Base
               n
               g
                                 Display
    Image      a
               n
                               the output
   acquiring
               d                  on a
    system
                                 screen
               d
               e
               t
               e
                    Images
               c
               t
               i
               o
               n
Our suggestion:                              1 0 1 1 0 1 0 0 1
   1 0 1           1 0 1 1 0 1 0 0 1           1 1 0 1 1 1 0 1 0
   1 1 0           1 1 0 1 1 1 0 1 0           0 0 1 0 0 1 1 0 1
   0 0 1           0 0 1 0 0 1 1 0 1           1 0 1 1 0 1 1 1 0
                   1 0 1 1 0 1 1 1 0           1 1 0 1 1 0 0 1 1
 Standard
                   1 1 0 1 1 0 0 1 1           0 0 1 0 0 1 0 0 0
 Non-Cancerous
 Pattern           0 0 1 0 0 1 0 0 0
                                                Output image due to
                      Input query image         conventional method


                                  1 0 1 1 0 1 0 0 1
   1 0 1         0 0 1            1 1 0 1 1 1 0 1 0
   1 1 0         0 1 0            0 0 1 0 0 1 1 0 1
   0 0 1         1 0 1            1 0 1 1 0 1 1 1 0
                 Standard         1 1 0 1 1 0 0 1 1
Standard
                 Cancerous        0 0 1 0 0 1 0 0 0
Non-Cancerous
                 Pattern
Pattern                             Output image due to
                                    our suggested method
Future scope

    In India, which is a developing country and where
     breast cancer treatment is not much developed,
     early detection of breast cancer using the different
     imaging techniques is very important.

    There is an increase in the Indian breast cancer
     patients in future. In those situations early
     detection techniques are must. CAD tool proves
     very useful and increases the overall efficiency of
     breast cancer detection and they should be
     researched well.
Conclusion
   Due to genetic and life style number of breast cancer is increasing in
    women.

   Imaging techniques are helpful for early detection of cancer.

   Digital Mammography is the important of all and has a very wide scope and
    importance in the future. It flexes data handling.

   Breast cancer is possible in men also. It is very critical in men and should be
    detected and treated as early as possible.

   CAD tools improve the accuracy of detection.

    In India where there is a high chance in increase in number of breast
    cancer patients, breast cancer is a serious problem.

   Imaging techniques are the need of the day.
 References
1.   E.Y.K. Ng, E.C. Kee, Rajendra Acharya U, “Advanced Technique In Breast
     Thermography” IEEE Magazine September 1, 2005

2.   Varsha H. Patil, Dattatraya S. Bormane, Vaishali S. Pawar “An Automated
     Computer Aided Breast Cancer Detection System” Paper Presented In GVIP
     Journal, Volume 6, Issue 1, July 2006

3.   Book By Daniel B. Kopans Titled Breast Imaging.

4.   National Cancer Institute (NCI) America

5.   Medicineworld.Org

6.   Pacific Chiropractic And Research Center Infrared Imaging

7.   Medicinenet.Com

8.   Radiologyinfo.Org
AN OVERVIEW OF MEDICAL IMAGING  TECHNIQUES USED IN BREAST CANCER

Mais conteúdo relacionado

Mais procurados

Breast imaging modalities
Breast  imaging modalitiesBreast  imaging modalities
Breast imaging modalitiesMadhu Reddy
 
Mammography how safe & effective screening tool
Mammography how safe & effective screening tool Mammography how safe & effective screening tool
Mammography how safe & effective screening tool Gopa Ghosh
 
1.breast cancer screening(backup slide-1)
1.breast cancer screening(backup slide-1)1.breast cancer screening(backup slide-1)
1.breast cancer screening(backup slide-1)Nashid Alam
 
Mammographic equipment and its advancement
Mammographic equipment and its advancementMammographic equipment and its advancement
Mammographic equipment and its advancementYashawant Yadav
 
Difference between modalities of general radiology and nuclear medicine
Difference between modalities of general radiology and nuclear medicineDifference between modalities of general radiology and nuclear medicine
Difference between modalities of general radiology and nuclear medicineAnieKhan5
 
MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...
MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...
MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...Nashid Alam
 
Thermal Imaging: Opportunities and Challenges for Breast Cancer Detection
Thermal Imaging: Opportunities and Challenges for Breast Cancer DetectionThermal Imaging: Opportunities and Challenges for Breast Cancer Detection
Thermal Imaging: Opportunities and Challenges for Breast Cancer DetectionTarek Gaber
 
Interventional mammography
Interventional mammographyInterventional mammography
Interventional mammographyAHSHAN55555
 
Digital breast tomosynthesis
Digital breast tomosynthesisDigital breast tomosynthesis
Digital breast tomosynthesisYashawant Yadav
 
Mammography presentation
Mammography presentationMammography presentation
Mammography presentationBala Selvakumar
 
25632789 01-basics1-advanced-mammo-system
25632789 01-basics1-advanced-mammo-system25632789 01-basics1-advanced-mammo-system
25632789 01-basics1-advanced-mammo-systemKlaus19
 
A Brief Overview of Mammography
A Brief Overview of MammographyA Brief Overview of Mammography
A Brief Overview of MammographySam Shaikh
 
Comparison between mammogram and mri in detecting breast cancer
Comparison between mammogram and mri in detecting breast cancerComparison between mammogram and mri in detecting breast cancer
Comparison between mammogram and mri in detecting breast cancernordin1808
 
Mri Guided Breast Biopsy
Mri Guided Breast BiopsyMri Guided Breast Biopsy
Mri Guided Breast Biopsyprroblin
 
Mammography
MammographyMammography
MammographyClinic
 

Mais procurados (20)

Breast imaging modalities
Breast  imaging modalitiesBreast  imaging modalities
Breast imaging modalities
 
Mammography how safe & effective screening tool
Mammography how safe & effective screening tool Mammography how safe & effective screening tool
Mammography how safe & effective screening tool
 
1.breast cancer screening(backup slide-1)
1.breast cancer screening(backup slide-1)1.breast cancer screening(backup slide-1)
1.breast cancer screening(backup slide-1)
 
Mammographic equipment and its advancement
Mammographic equipment and its advancementMammographic equipment and its advancement
Mammographic equipment and its advancement
 
Difference between modalities of general radiology and nuclear medicine
Difference between modalities of general radiology and nuclear medicineDifference between modalities of general radiology and nuclear medicine
Difference between modalities of general radiology and nuclear medicine
 
MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...
MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...
MICROCALCIFICATION IDENTIFICATION IN DIGITAL MAMMOGRAM FOR EARLY DETECTION OF...
 
Thermal Imaging: Opportunities and Challenges for Breast Cancer Detection
Thermal Imaging: Opportunities and Challenges for Breast Cancer DetectionThermal Imaging: Opportunities and Challenges for Breast Cancer Detection
Thermal Imaging: Opportunities and Challenges for Breast Cancer Detection
 
Interventional mammography
Interventional mammographyInterventional mammography
Interventional mammography
 
Digital breast tomosynthesis
Digital breast tomosynthesisDigital breast tomosynthesis
Digital breast tomosynthesis
 
Mammography presentation
Mammography presentationMammography presentation
Mammography presentation
 
25632789 01-basics1-advanced-mammo-system
25632789 01-basics1-advanced-mammo-system25632789 01-basics1-advanced-mammo-system
25632789 01-basics1-advanced-mammo-system
 
Mammography technique
Mammography techniqueMammography technique
Mammography technique
 
Mammography
Mammography Mammography
Mammography
 
A Brief Overview of Mammography
A Brief Overview of MammographyA Brief Overview of Mammography
A Brief Overview of Mammography
 
Comparison between mammogram and mri in detecting breast cancer
Comparison between mammogram and mri in detecting breast cancerComparison between mammogram and mri in detecting breast cancer
Comparison between mammogram and mri in detecting breast cancer
 
Mammography
MammographyMammography
Mammography
 
Breast cancer
Breast cancerBreast cancer
Breast cancer
 
Mammography
MammographyMammography
Mammography
 
Mri Guided Breast Biopsy
Mri Guided Breast BiopsyMri Guided Breast Biopsy
Mri Guided Breast Biopsy
 
Mammography
MammographyMammography
Mammography
 

Destaque

Surgeon performed ultrasound
Surgeon performed ultrasoundSurgeon performed ultrasound
Surgeon performed ultrasoundJin Woo Ryu
 
Mammogram image enhancement techniques for detecting breast cancer
Mammogram image enhancement techniques for detecting breast cancerMammogram image enhancement techniques for detecting breast cancer
Mammogram image enhancement techniques for detecting breast cancerPunit Karnani
 
Radio Imaging Techniques
Radio Imaging TechniquesRadio Imaging Techniques
Radio Imaging TechniquesSagar Savale
 
An approach for breast cancer diagnosis classification using neural network
An approach for breast cancer diagnosis classification using neural networkAn approach for breast cancer diagnosis classification using neural network
An approach for breast cancer diagnosis classification using neural networkacijjournal
 
Medical imaging
Medical imagingMedical imaging
Medical imagingsirrainbow
 
Jean Yves Seror : Breast cancer : Small lesion imaging features
Jean Yves Seror  : Breast cancer : Small lesion imaging featuresJean Yves Seror  : Breast cancer : Small lesion imaging features
Jean Yves Seror : Breast cancer : Small lesion imaging featuresbreastcancerupdatecongress
 
Medical imaging summary 1
Medical imaging summary 1Medical imaging summary 1
Medical imaging summary 1sirrainbow
 
Radiation and Medical Imaging
Radiation and Medical ImagingRadiation and Medical Imaging
Radiation and Medical ImagingBhavin Jankharia
 
Imaging in breast cancer
Imaging in breast cancerImaging in breast cancer
Imaging in breast cancerfahad shafi
 
Recent advances in imaging techniques/ /certified fixed orthodontic courses b...
Recent advances in imaging techniques/ /certified fixed orthodontic courses b...Recent advances in imaging techniques/ /certified fixed orthodontic courses b...
Recent advances in imaging techniques/ /certified fixed orthodontic courses b...Indian dental academy
 
Breast Cancer - A Study (Early Detection)
Breast Cancer - A Study  (Early Detection)Breast Cancer - A Study  (Early Detection)
Breast Cancer - A Study (Early Detection)Mathankumar S
 
Understanding ultrasound
Understanding ultrasoundUnderstanding ultrasound
Understanding ultrasoundMohammad Amir
 
Presentation1.pptx, radiological imaging of malignant breast diseases.
Presentation1.pptx, radiological imaging of malignant breast diseases.Presentation1.pptx, radiological imaging of malignant breast diseases.
Presentation1.pptx, radiological imaging of malignant breast diseases.Abdellah Nazeer
 
A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017
A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017 A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017
A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017 Elaine Schattner M.D., M.A.
 
Tmj imaging techniques
Tmj imaging techniquesTmj imaging techniques
Tmj imaging techniquesSara Wasfy
 

Destaque (17)

Surgeon performed ultrasound
Surgeon performed ultrasoundSurgeon performed ultrasound
Surgeon performed ultrasound
 
Mammogram image enhancement techniques for detecting breast cancer
Mammogram image enhancement techniques for detecting breast cancerMammogram image enhancement techniques for detecting breast cancer
Mammogram image enhancement techniques for detecting breast cancer
 
Radio Imaging Techniques
Radio Imaging TechniquesRadio Imaging Techniques
Radio Imaging Techniques
 
An approach for breast cancer diagnosis classification using neural network
An approach for breast cancer diagnosis classification using neural networkAn approach for breast cancer diagnosis classification using neural network
An approach for breast cancer diagnosis classification using neural network
 
Medical imaging
Medical imagingMedical imaging
Medical imaging
 
Jean Yves Seror : Breast cancer : Small lesion imaging features
Jean Yves Seror  : Breast cancer : Small lesion imaging featuresJean Yves Seror  : Breast cancer : Small lesion imaging features
Jean Yves Seror : Breast cancer : Small lesion imaging features
 
Medical imaging summary 1
Medical imaging summary 1Medical imaging summary 1
Medical imaging summary 1
 
Radiation and Medical Imaging
Radiation and Medical ImagingRadiation and Medical Imaging
Radiation and Medical Imaging
 
Breast Cancer
Breast CancerBreast Cancer
Breast Cancer
 
Report (1)
Report (1)Report (1)
Report (1)
 
Imaging in breast cancer
Imaging in breast cancerImaging in breast cancer
Imaging in breast cancer
 
Recent advances in imaging techniques/ /certified fixed orthodontic courses b...
Recent advances in imaging techniques/ /certified fixed orthodontic courses b...Recent advances in imaging techniques/ /certified fixed orthodontic courses b...
Recent advances in imaging techniques/ /certified fixed orthodontic courses b...
 
Breast Cancer - A Study (Early Detection)
Breast Cancer - A Study  (Early Detection)Breast Cancer - A Study  (Early Detection)
Breast Cancer - A Study (Early Detection)
 
Understanding ultrasound
Understanding ultrasoundUnderstanding ultrasound
Understanding ultrasound
 
Presentation1.pptx, radiological imaging of malignant breast diseases.
Presentation1.pptx, radiological imaging of malignant breast diseases.Presentation1.pptx, radiological imaging of malignant breast diseases.
Presentation1.pptx, radiological imaging of malignant breast diseases.
 
A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017
A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017 A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017
A Brief Overview on Breast Cancer Screening for AACR webinar, Feb 2017
 
Tmj imaging techniques
Tmj imaging techniquesTmj imaging techniques
Tmj imaging techniques
 

Semelhante a AN OVERVIEW OF MEDICAL IMAGING TECHNIQUES USED IN BREAST CANCER

Cervical Cancer Analysis
Cervical Cancer AnalysisCervical Cancer Analysis
Cervical Cancer AnalysisIRJET Journal
 
ML Project Prseentation.pptx
ML Project Prseentation.pptxML Project Prseentation.pptx
ML Project Prseentation.pptxKeerthanaKumar44
 
IRJET - Classification of Cancer Images using Deep Learning
IRJET -  	  Classification of Cancer Images using Deep LearningIRJET -  	  Classification of Cancer Images using Deep Learning
IRJET - Classification of Cancer Images using Deep LearningIRJET Journal
 
Advanced imaging as orthodontics Aids
Advanced imaging as orthodontics AidsAdvanced imaging as orthodontics Aids
Advanced imaging as orthodontics AidsIndian dental academy
 
IRJET - Detection of Brain Tumor from MRI Images using MATLAB
IRJET - Detection of Brain Tumor from MRI Images using MATLABIRJET - Detection of Brain Tumor from MRI Images using MATLAB
IRJET - Detection of Brain Tumor from MRI Images using MATLABIRJET Journal
 
A Progressive Review on Early Stage Breast Cancer Detection
A Progressive Review on Early Stage Breast Cancer DetectionA Progressive Review on Early Stage Breast Cancer Detection
A Progressive Review on Early Stage Breast Cancer DetectionIRJET Journal
 
Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...
Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...
Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...sipij
 
Deep Learning Techniques for Breast Cancer Risk Prediction.pptx
Deep Learning Techniques for Breast Cancer Risk Prediction.pptxDeep Learning Techniques for Breast Cancer Risk Prediction.pptx
Deep Learning Techniques for Breast Cancer Risk Prediction.pptxAnuraag Moharana
 
Practical aspects of medical image ai for hospital (IRB course)
Practical aspects of medical image ai for hospital (IRB course)Practical aspects of medical image ai for hospital (IRB course)
Practical aspects of medical image ai for hospital (IRB course)Sean Yu
 
Automated breast cancer detection system from breast mammogram using deep neu...
Automated breast cancer detection system from breast mammogram using deep neu...Automated breast cancer detection system from breast mammogram using deep neu...
Automated breast cancer detection system from breast mammogram using deep neu...nooriasukmaningtyas
 
A Review of Super Resolution and Tumor Detection Techniques in Medical Imaging
A Review of Super Resolution and Tumor Detection Techniques in Medical ImagingA Review of Super Resolution and Tumor Detection Techniques in Medical Imaging
A Review of Super Resolution and Tumor Detection Techniques in Medical Imagingijtsrd
 
Mentoring Roundtable Discussion “Application of Medical AI”
Mentoring Roundtable Discussion “Application of Medical AI”Mentoring Roundtable Discussion “Application of Medical AI”
Mentoring Roundtable Discussion “Application of Medical AI”AMI Inc.
 
Unknown power power point unknown power point
Unknown power power point unknown power pointUnknown power power point unknown power point
Unknown power power point unknown power pointxmendquick
 
A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...
A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...
A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...CSCJournals
 
IRJET -Malignancy Detection using Pattern Recognition and ANNS
IRJET -Malignancy Detection using Pattern Recognition and ANNSIRJET -Malignancy Detection using Pattern Recognition and ANNS
IRJET -Malignancy Detection using Pattern Recognition and ANNSIRJET Journal
 
Lec 2 Medical Equipment Endoscopes
Lec 2 Medical Equipment EndoscopesLec 2 Medical Equipment Endoscopes
Lec 2 Medical Equipment Endoscopescairo university
 
How are computers used in medicine - Lalitmohan Gurjar
How are computers used in medicine - Lalitmohan GurjarHow are computers used in medicine - Lalitmohan Gurjar
How are computers used in medicine - Lalitmohan Gurjarlalitmohangurjar
 
Applying Deep Learning to Transform Breast Cancer Diagnosis
Applying Deep Learning to Transform Breast Cancer DiagnosisApplying Deep Learning to Transform Breast Cancer Diagnosis
Applying Deep Learning to Transform Breast Cancer DiagnosisCognizant
 
Automatic System for Detection and Classification of Brain Tumors
Automatic System for Detection and Classification of Brain TumorsAutomatic System for Detection and Classification of Brain Tumors
Automatic System for Detection and Classification of Brain TumorsFatma Sayed Ibrahim
 

Semelhante a AN OVERVIEW OF MEDICAL IMAGING TECHNIQUES USED IN BREAST CANCER (20)

Cervical Cancer Analysis
Cervical Cancer AnalysisCervical Cancer Analysis
Cervical Cancer Analysis
 
ML Project Prseentation.pptx
ML Project Prseentation.pptxML Project Prseentation.pptx
ML Project Prseentation.pptx
 
IRJET - Classification of Cancer Images using Deep Learning
IRJET -  	  Classification of Cancer Images using Deep LearningIRJET -  	  Classification of Cancer Images using Deep Learning
IRJET - Classification of Cancer Images using Deep Learning
 
Advanced imaging as orthodontics Aids
Advanced imaging as orthodontics AidsAdvanced imaging as orthodontics Aids
Advanced imaging as orthodontics Aids
 
IRJET - Detection of Brain Tumor from MRI Images using MATLAB
IRJET - Detection of Brain Tumor from MRI Images using MATLABIRJET - Detection of Brain Tumor from MRI Images using MATLAB
IRJET - Detection of Brain Tumor from MRI Images using MATLAB
 
A Progressive Review on Early Stage Breast Cancer Detection
A Progressive Review on Early Stage Breast Cancer DetectionA Progressive Review on Early Stage Breast Cancer Detection
A Progressive Review on Early Stage Breast Cancer Detection
 
Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...
Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...
Objective Quality Assessment of Image Enhancement Methods in Digital Mammogra...
 
Deep Learning Techniques for Breast Cancer Risk Prediction.pptx
Deep Learning Techniques for Breast Cancer Risk Prediction.pptxDeep Learning Techniques for Breast Cancer Risk Prediction.pptx
Deep Learning Techniques for Breast Cancer Risk Prediction.pptx
 
Practical aspects of medical image ai for hospital (IRB course)
Practical aspects of medical image ai for hospital (IRB course)Practical aspects of medical image ai for hospital (IRB course)
Practical aspects of medical image ai for hospital (IRB course)
 
Automated breast cancer detection system from breast mammogram using deep neu...
Automated breast cancer detection system from breast mammogram using deep neu...Automated breast cancer detection system from breast mammogram using deep neu...
Automated breast cancer detection system from breast mammogram using deep neu...
 
A Review of Super Resolution and Tumor Detection Techniques in Medical Imaging
A Review of Super Resolution and Tumor Detection Techniques in Medical ImagingA Review of Super Resolution and Tumor Detection Techniques in Medical Imaging
A Review of Super Resolution and Tumor Detection Techniques in Medical Imaging
 
Mentoring Roundtable Discussion “Application of Medical AI”
Mentoring Roundtable Discussion “Application of Medical AI”Mentoring Roundtable Discussion “Application of Medical AI”
Mentoring Roundtable Discussion “Application of Medical AI”
 
Retinopathy
RetinopathyRetinopathy
Retinopathy
 
Unknown power power point unknown power point
Unknown power power point unknown power pointUnknown power power point unknown power point
Unknown power power point unknown power point
 
A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...
A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...
A Novel and Efficient Lifting Scheme based Super Resolution Reconstruction fo...
 
IRJET -Malignancy Detection using Pattern Recognition and ANNS
IRJET -Malignancy Detection using Pattern Recognition and ANNSIRJET -Malignancy Detection using Pattern Recognition and ANNS
IRJET -Malignancy Detection using Pattern Recognition and ANNS
 
Lec 2 Medical Equipment Endoscopes
Lec 2 Medical Equipment EndoscopesLec 2 Medical Equipment Endoscopes
Lec 2 Medical Equipment Endoscopes
 
How are computers used in medicine - Lalitmohan Gurjar
How are computers used in medicine - Lalitmohan GurjarHow are computers used in medicine - Lalitmohan Gurjar
How are computers used in medicine - Lalitmohan Gurjar
 
Applying Deep Learning to Transform Breast Cancer Diagnosis
Applying Deep Learning to Transform Breast Cancer DiagnosisApplying Deep Learning to Transform Breast Cancer Diagnosis
Applying Deep Learning to Transform Breast Cancer Diagnosis
 
Automatic System for Detection and Classification of Brain Tumors
Automatic System for Detection and Classification of Brain TumorsAutomatic System for Detection and Classification of Brain Tumors
Automatic System for Detection and Classification of Brain Tumors
 

Último

Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsGfnyt
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableDipal Arora
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...indiancallgirl4rent
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...chandars293
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Último (20)

Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD available
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 

AN OVERVIEW OF MEDICAL IMAGING TECHNIQUES USED IN BREAST CANCER

  • 1. S.A.P.D.J PATHSHALA’S WALCHAND INSTITUTE OF TECHNOLOGY, SOLAPUR AN OVERVIEW OF MEDICAL IMAGING TECHNIQUES USED IN BREAST CANCER Presented by: Guided by: Inamdar Farhan (TE ENTC) Prof. V.H.Kondekar (ME Computer Networks) Gudur Venkateshwarlu(TE ENTC) Prof.A.V.Thalange (ME VLSI & Embedded systems)
  • 2. Introduction to cancer  What is cancer? Disordered growth of cells in the human body is termed as cancer.  How cancer arise? Cells become cancer cells because of damage to DNA
  • 3. The normal breast Breast cancer: Breast Cancer is a form of cancer that occurs in the breast tissue. Symptoms: Swelling of all or part of a breast  Skin irritation Breast or nipple pain Nipple retraction (turning inward) Redness, scaliness, or thickening of the nipple or breast skin Nipple discharge (other than breast milk)
  • 4. Types of breast cancers  Ductal carcinoma in situ  Lobular carcinoma in situ  Invasive (or infiltrating) ductal carcinoma  Invasive (or infiltrating) lobular carcinoma
  • 5. Detection of Breast Cancer and tumors Importance  Importance of screening Screening refers to tests and exams used to find a disease, like cancer, in people who do not have any symptoms.
  • 6. Different types of imaging techniques Imaging refers to obtaining an image. Following are the various methods used for breast imaging: 1. Mammogram 2. Magnetic Resonance Imaging 3. Digital mammogram 4. Breast Ultrasound - Imaging 5. Digital Infrared Thermal Imaging 6. Breast Optical Imaging
  • 7. Mammogram  A mammogram is an x-ray of the breast.  Brief Introduction.  Advantages.
  • 8. Magnetic Resonance Imaging  MRI scans use radio waves and strong magnets.  Principle.  Applications.
  • 9. Digital mammogram  Digital mammograms are recorded and stored on a computer, similar to a digital data.  Advantages: Data flexibility
  • 10. Breast Ultrasound – Imaging  High-frequency sound waves are used.  How it is done?  Advantages: Ultrasound imaging is a noninvasive medical test Used in real time observation
  • 11. Digital Infrared Thermal Imaging  It uses the electromagnetic waves characteristics of the body.  It mainly uses metabolic activities of tissues  How it is done?
  • 12. Breast Optical Imaging  It employs diffuse light that propagates through tissue.  It uses optical characteristics of tissues.
  • 13. Breast cancer in men  Many people today think only women can develop breast cancer but little do they know that men can, too.  Seriousness of breast cancer in men.  How to overcome or prevent?
  • 14.  Computer-Aided Detection of Breast Cancer  CAD systems have been developed for analyzing digitized film/screen images.  Importance of CAD.  Advantages over manual detection.
  • 15. A CAD system C o m p a r Knowledge i Base n g Display Image a n the output acquiring d on a system screen d e t e Images c t i o n
  • 16. Our suggestion: 1 0 1 1 0 1 0 0 1 1 0 1 1 0 1 1 0 1 0 0 1 1 1 0 1 1 1 0 1 0 1 1 0 1 1 0 1 1 1 0 1 0 0 0 1 0 0 1 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 1 0 1 1 0 1 1 1 0 1 0 1 1 0 1 1 1 0 1 1 0 1 1 0 0 1 1 Standard 1 1 0 1 1 0 0 1 1 0 0 1 0 0 1 0 0 0 Non-Cancerous Pattern 0 0 1 0 0 1 0 0 0 Output image due to Input query image conventional method 1 0 1 1 0 1 0 0 1 1 0 1 0 0 1 1 1 0 1 1 1 0 1 0 1 1 0 0 1 0 0 0 1 0 0 1 1 0 1 0 0 1 1 0 1 1 0 1 1 0 1 1 1 0 Standard 1 1 0 1 1 0 0 1 1 Standard Cancerous 0 0 1 0 0 1 0 0 0 Non-Cancerous Pattern Pattern Output image due to our suggested method
  • 17. Future scope  In India, which is a developing country and where breast cancer treatment is not much developed, early detection of breast cancer using the different imaging techniques is very important.  There is an increase in the Indian breast cancer patients in future. In those situations early detection techniques are must. CAD tool proves very useful and increases the overall efficiency of breast cancer detection and they should be researched well.
  • 18. Conclusion  Due to genetic and life style number of breast cancer is increasing in women.  Imaging techniques are helpful for early detection of cancer.  Digital Mammography is the important of all and has a very wide scope and importance in the future. It flexes data handling.  Breast cancer is possible in men also. It is very critical in men and should be detected and treated as early as possible.  CAD tools improve the accuracy of detection.  In India where there is a high chance in increase in number of breast cancer patients, breast cancer is a serious problem.  Imaging techniques are the need of the day.
  • 19.  References 1. E.Y.K. Ng, E.C. Kee, Rajendra Acharya U, “Advanced Technique In Breast Thermography” IEEE Magazine September 1, 2005 2. Varsha H. Patil, Dattatraya S. Bormane, Vaishali S. Pawar “An Automated Computer Aided Breast Cancer Detection System” Paper Presented In GVIP Journal, Volume 6, Issue 1, July 2006 3. Book By Daniel B. Kopans Titled Breast Imaging. 4. National Cancer Institute (NCI) America 5. Medicineworld.Org 6. Pacific Chiropractic And Research Center Infrared Imaging 7. Medicinenet.Com 8. Radiologyinfo.Org