SlideShare une entreprise Scribd logo
1  sur  20
A novel automated hot spot detection system for tracking metastasis in Digital Infrared Thermal Images Madhumitha Raghu  Divya.N  N.Sriraam  B.Venkatraman   P.Manoj Niranjan
Introduction ,[object Object],[object Object],[object Object],[object Object],[object Object]
Overview of Breast Cancer ,[object Object],[object Object]
 
Current status of breast cancer detection ,[object Object],[object Object],[object Object]
Validation Carcinoma (Ca) Breast – Right  Upper medial quadrant mass.  Suggestive of Ca by USG and mammography and confirmed by Fine Needle Aspiration Cytology.  Mass detected by mammography
Validation FNAC - Results Highly cellular smear with Pleumorphism increased nucleo cytoplasmic ratio and prominent  nuclei which is suggestive of carcinoma.
 
Gray Scale Processing-Inference ,[object Object],[object Object]
RGB Processing -Inference ,[object Object]
Temperature mapping ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Extraction of tumour portions-Output Gray scale extracted portion Red plane –Extracted portion of an Carcinoma image
SVM Classification ,[object Object],[object Object]
Observation S.NO. FEATURES CLASSIFICATION PERCENTAGE 1. Entropy Difference between left and right sides of Red and Green Planes 77% 2. Entropy Difference between left and right sides of Red and Blue Planes 88.889% 3. Entropy Difference between left and right sides of Green and Blue Planes 83.33% 4. Red Plane – Maximum kurtosis of left and right sides 77.778% 5. Green Plane – Maximum kurtosis of left and right sides 77.778% 6. Red Plane – Maximum Eigen values of left and right sides 66.67% 7. Blue Plane – Maximum Eigen values of left and right sides 72.2%
Feed Forward Classifier ,[object Object],[object Object]
Progress of the work Analysis Inference 1. Gray scale processing Elimination – As no significant trend observed 2. RGB color processing Work to be extended for all the 16 colors 3. 16 color segmentation following color temperature mapping As it involves temperature which co-relates  with the body temperature, the feature matrix can be used as inputs to the classifier.
Conclusion ,[object Object],[object Object]
Conclusion ,[object Object],[object Object],[object Object]
Future Direction ,[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object]

Contenu connexe

Tendances

ADJUTANT RADIOTHERAPY IN BREAST CANCER
ADJUTANT RADIOTHERAPY IN BREAST CANCER ADJUTANT RADIOTHERAPY IN BREAST CANCER
ADJUTANT RADIOTHERAPY IN BREAST CANCER Nora Essam
 
radiation therapy in ca breast
radiation therapy in ca breast   radiation therapy in ca breast
radiation therapy in ca breast Isha Jaiswal
 
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
 
Breast Cancer Radiotherapy
Breast Cancer RadiotherapyBreast Cancer Radiotherapy
Breast Cancer Radiotherapyfondas vakalis
 
Role of Tomosynthesis in Assessing the Size of the Breast Lesion
Role of Tomosynthesis in Assessing the Size of the Breast LesionRole of Tomosynthesis in Assessing the Size of the Breast Lesion
Role of Tomosynthesis in Assessing the Size of the Breast LesionApollo Hospitals
 
Breast cancerdetection IE594 Project Report
Breast cancerdetection IE594 Project ReportBreast cancerdetection IE594 Project Report
Breast cancerdetection IE594 Project ReportASHISH MENKUDALE
 
Updates in Radiotherapy for Breast Cancer
Updates in Radiotherapy for Breast CancerUpdates in Radiotherapy for Breast Cancer
Updates in Radiotherapy for Breast Cancerspa718
 
Radiotherapy in Breast Cancer: Current Issues
Radiotherapy in Breast Cancer: Current IssuesRadiotherapy in Breast Cancer: Current Issues
Radiotherapy in Breast Cancer: Current IssuesJyotirup Goswami
 
2012_Breast Cancer and Coronary Artery Disease
2012_Breast Cancer and Coronary Artery Disease2012_Breast Cancer and Coronary Artery Disease
2012_Breast Cancer and Coronary Artery DiseaseJohn Lucas
 
Who Benefits From Apbi March2009
Who Benefits From Apbi March2009Who Benefits From Apbi March2009
Who Benefits From Apbi March2009Spectrum Health
 
Radiotherapy in carcinoma breast
Radiotherapy in carcinoma breastRadiotherapy in carcinoma breast
Radiotherapy in carcinoma breastSailendra Parida
 
New techniques in breast radiotherapy
New techniques in breast radiotherapyNew techniques in breast radiotherapy
New techniques in breast radiotherapyfondas vakalis
 

Tendances (19)

P033079086
P033079086P033079086
P033079086
 
ADJUTANT RADIOTHERAPY IN BREAST CANCER
ADJUTANT RADIOTHERAPY IN BREAST CANCER ADJUTANT RADIOTHERAPY IN BREAST CANCER
ADJUTANT RADIOTHERAPY IN BREAST CANCER
 
RT breast apbi
RT breast apbiRT breast apbi
RT breast apbi
 
radiation therapy in ca breast
radiation therapy in ca breast   radiation therapy in ca breast
radiation therapy in ca breast
 
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
 
Apbi
ApbiApbi
Apbi
 
Breast Cancer Radiotherapy
Breast Cancer RadiotherapyBreast Cancer Radiotherapy
Breast Cancer Radiotherapy
 
Role of Tomosynthesis in Assessing the Size of the Breast Lesion
Role of Tomosynthesis in Assessing the Size of the Breast LesionRole of Tomosynthesis in Assessing the Size of the Breast Lesion
Role of Tomosynthesis in Assessing the Size of the Breast Lesion
 
Breast cancerdetection IE594 Project Report
Breast cancerdetection IE594 Project ReportBreast cancerdetection IE594 Project Report
Breast cancerdetection IE594 Project Report
 
Radiotherapy breast
Radiotherapy breastRadiotherapy breast
Radiotherapy breast
 
Aium17 breast doppler_laith_sultan
Aium17 breast doppler_laith_sultanAium17 breast doppler_laith_sultan
Aium17 breast doppler_laith_sultan
 
Updates in Radiotherapy for Breast Cancer
Updates in Radiotherapy for Breast CancerUpdates in Radiotherapy for Breast Cancer
Updates in Radiotherapy for Breast Cancer
 
Radiotherapy in Breast Cancer: Current Issues
Radiotherapy in Breast Cancer: Current IssuesRadiotherapy in Breast Cancer: Current Issues
Radiotherapy in Breast Cancer: Current Issues
 
2012_Breast Cancer and Coronary Artery Disease
2012_Breast Cancer and Coronary Artery Disease2012_Breast Cancer and Coronary Artery Disease
2012_Breast Cancer and Coronary Artery Disease
 
Luc Rotenberg : Digital Breast Tomosynthesis
Luc Rotenberg : Digital Breast TomosynthesisLuc Rotenberg : Digital Breast Tomosynthesis
Luc Rotenberg : Digital Breast Tomosynthesis
 
Who Benefits From Apbi March2009
Who Benefits From Apbi March2009Who Benefits From Apbi March2009
Who Benefits From Apbi March2009
 
Radiotherapy in carcinoma breast
Radiotherapy in carcinoma breastRadiotherapy in carcinoma breast
Radiotherapy in carcinoma breast
 
BALKAN MCO 2011 - E. Vrdoljak - Radiotherapy
BALKAN MCO 2011 - E. Vrdoljak - RadiotherapyBALKAN MCO 2011 - E. Vrdoljak - Radiotherapy
BALKAN MCO 2011 - E. Vrdoljak - Radiotherapy
 
New techniques in breast radiotherapy
New techniques in breast radiotherapyNew techniques in breast radiotherapy
New techniques in breast radiotherapy
 

En vedette

Thermal Imaging Technology
Thermal Imaging TechnologyThermal Imaging Technology
Thermal Imaging Technology12D21A1010
 
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
 
MAMMOGRAM IMAGE ANALYSIS
MAMMOGRAM IMAGE ANALYSISMAMMOGRAM IMAGE ANALYSIS
MAMMOGRAM IMAGE ANALYSISajayhakkumar
 
Thermal Imaging Powerpoint
Thermal Imaging PowerpointThermal Imaging Powerpoint
Thermal Imaging Powerpointginnyt85
 
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
 
Recent advances in Mammography
Recent advances in MammographyRecent advances in Mammography
Recent advances in MammographyDr.Suhas Basavaiah
 
Digital Infrared Thermal Imaging
Digital Infrared Thermal ImagingDigital Infrared Thermal Imaging
Digital Infrared Thermal ImagingDeeKae
 
Hormone Therapy Informational Session
Hormone Therapy Informational SessionHormone Therapy Informational Session
Hormone Therapy Informational SessionDeeKae
 
Thermography.ppt
Thermography.pptThermography.ppt
Thermography.pptsohitkc
 
Thermal Imaging and its Applications
Thermal Imaging and its ApplicationsThermal Imaging and its Applications
Thermal Imaging and its ApplicationsPriyanka Goswami
 
Biomedical image processing ppt
Biomedical image processing pptBiomedical image processing ppt
Biomedical image processing pptPriyanka Goswami
 

En vedette (19)

PPT 7.4.2015
PPT 7.4.2015PPT 7.4.2015
PPT 7.4.2015
 
project seminor
project seminorproject seminor
project seminor
 
THERMAL IMAGING
THERMAL IMAGINGTHERMAL IMAGING
THERMAL IMAGING
 
Thermal Imaging Technology
Thermal Imaging TechnologyThermal Imaging Technology
Thermal Imaging Technology
 
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...
 
MAMMOGRAM IMAGE ANALYSIS
MAMMOGRAM IMAGE ANALYSISMAMMOGRAM IMAGE ANALYSIS
MAMMOGRAM IMAGE ANALYSIS
 
Infrared thermography
Infrared thermographyInfrared thermography
Infrared thermography
 
Thermal Imaging Powerpoint
Thermal Imaging PowerpointThermal Imaging Powerpoint
Thermal Imaging Powerpoint
 
Evolving Trends in Breast MRI
Evolving Trends in Breast MRIEvolving Trends in Breast MRI
Evolving Trends in Breast MRI
 
Breast Cancer - A Study (Early Detection)
Breast Cancer - A Study  (Early Detection)Breast Cancer - A Study  (Early Detection)
Breast Cancer - A Study (Early Detection)
 
Diabetic foot
Diabetic footDiabetic foot
Diabetic foot
 
Recent advances in Mammography
Recent advances in MammographyRecent advances in Mammography
Recent advances in Mammography
 
Digital Infrared Thermal Imaging
Digital Infrared Thermal ImagingDigital Infrared Thermal Imaging
Digital Infrared Thermal Imaging
 
Hormone Therapy Informational Session
Hormone Therapy Informational SessionHormone Therapy Informational Session
Hormone Therapy Informational Session
 
Diabetic foot
Diabetic footDiabetic foot
Diabetic foot
 
Medical Image Processing
Medical Image ProcessingMedical Image Processing
Medical Image Processing
 
Thermography.ppt
Thermography.pptThermography.ppt
Thermography.ppt
 
Thermal Imaging and its Applications
Thermal Imaging and its ApplicationsThermal Imaging and its Applications
Thermal Imaging and its Applications
 
Biomedical image processing ppt
Biomedical image processing pptBiomedical image processing ppt
Biomedical image processing ppt
 

Similaire à A novel automated hot spot detection system for tracking metastasis in digital infrared thermal images (1)

ca cervix screening.pptx
ca cervix screening.pptxca cervix screening.pptx
ca cervix screening.pptxSeemadas31
 
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
 
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
 
MOULD abstract.pdf
MOULD abstract.pdfMOULD abstract.pdf
MOULD abstract.pdfKanhu Charan
 
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
 
A Soft-Decision Approach for Microcalcification Mass Identification from Digi...
A Soft-Decision Approach for Microcalcification Mass Identification from Digi...A Soft-Decision Approach for Microcalcification Mass Identification from Digi...
A Soft-Decision Approach for Microcalcification Mass Identification from Digi...DR B.Surendiran .
 
Breastcancer_lbp_poster
Breastcancer_lbp_posterBreastcancer_lbp_poster
Breastcancer_lbp_posterpashaa khan
 
Role of color doppler and mr breast in
Role of color doppler and mr breast inRole of color doppler and mr breast in
Role of color doppler and mr breast inVrishit Saraswat
 
Precision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptx
Precision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptxPrecision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptx
Precision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptxDr. Rituparna Biswas
 
A Review on Data Mining Techniques for Prediction of Breast Cancer Recurrence
A Review on Data Mining Techniques for Prediction of Breast Cancer RecurrenceA Review on Data Mining Techniques for Prediction of Breast Cancer Recurrence
A Review on Data Mining Techniques for Prediction of Breast Cancer RecurrenceDr. Amarjeet Singh
 
A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...
A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...
A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...CSCJournals
 
Role of the pathologist in assessing response to treatment of ovarian and end...
Role of the pathologist in assessing response to treatment of ovarian and end...Role of the pathologist in assessing response to treatment of ovarian and end...
Role of the pathologist in assessing response to treatment of ovarian and end...Alejandro Palacio
 
Hussain et al PCR Breast.pdf
Hussain et al PCR Breast.pdfHussain et al PCR Breast.pdf
Hussain et al PCR Breast.pdfLallHussain
 
i.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approach
i.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approachi.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approach
i.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approachJonathan Josue Cid Galiot
 
Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...
Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...
Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...science journals
 

Similaire à A novel automated hot spot detection system for tracking metastasis in digital infrared thermal images (1) (20)

16. 10698.pdf
16. 10698.pdf16. 10698.pdf
16. 10698.pdf
 
ca cervix screening.pptx
ca cervix screening.pptxca cervix screening.pptx
ca cervix screening.pptx
 
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...
 
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...
 
JCRT ABSTRACTS
JCRT ABSTRACTSJCRT ABSTRACTS
JCRT ABSTRACTS
 
MOULD abstract.pdf
MOULD abstract.pdfMOULD abstract.pdf
MOULD abstract.pdf
 
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
 
A Soft-Decision Approach for Microcalcification Mass Identification from Digi...
A Soft-Decision Approach for Microcalcification Mass Identification from Digi...A Soft-Decision Approach for Microcalcification Mass Identification from Digi...
A Soft-Decision Approach for Microcalcification Mass Identification from Digi...
 
Breastcancer_lbp_poster
Breastcancer_lbp_posterBreastcancer_lbp_poster
Breastcancer_lbp_poster
 
Role of color doppler and mr breast in
Role of color doppler and mr breast inRole of color doppler and mr breast in
Role of color doppler and mr breast in
 
Precision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptx
Precision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptxPrecision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptx
Precision Radiotherapy: Tailoring Treatment for Individualised Cancer Care.pptx
 
A Review on Data Mining Techniques for Prediction of Breast Cancer Recurrence
A Review on Data Mining Techniques for Prediction of Breast Cancer RecurrenceA Review on Data Mining Techniques for Prediction of Breast Cancer Recurrence
A Review on Data Mining Techniques for Prediction of Breast Cancer Recurrence
 
A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...
A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...
A Novel Approach for Cancer Detection in MRI Mammogram Using Decision Tree In...
 
Review_1.pdf
Review_1.pdfReview_1.pdf
Review_1.pdf
 
01531
0153101531
01531
 
Role of the pathologist in assessing response to treatment of ovarian and end...
Role of the pathologist in assessing response to treatment of ovarian and end...Role of the pathologist in assessing response to treatment of ovarian and end...
Role of the pathologist in assessing response to treatment of ovarian and end...
 
Hussain et al PCR Breast.pdf
Hussain et al PCR Breast.pdfHussain et al PCR Breast.pdf
Hussain et al PCR Breast.pdf
 
i.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approach
i.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approachi.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approach
i.a.Preoperative ovarian cancer diagnosis using neuro fuzzy approach
 
Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...
Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...
Comparison of-incidental-radiation-dose-to-axilla-and-internal-mammary-nodala...
 
Comparison of breast cancer classification models on Wisconsin dataset
Comparison of breast cancer classification models on Wisconsin  datasetComparison of breast cancer classification models on Wisconsin  dataset
Comparison of breast cancer classification models on Wisconsin dataset
 

Dernier

Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxOH TEIK BIN
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17Celine George
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsKarinaGenton
 
Blooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docxBlooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docxUnboundStockton
 
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptxVS Mahajan Coaching Centre
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
internship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerinternship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerunnathinaik
 
Introduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptxIntroduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptxpboyjonauth
 
Hybridoma Technology ( Production , Purification , and Application )
Hybridoma Technology  ( Production , Purification , and Application  ) Hybridoma Technology  ( Production , Purification , and Application  )
Hybridoma Technology ( Production , Purification , and Application ) Sakshi Ghasle
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfakmcokerachita
 
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxHistory Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxsocialsciencegdgrohi
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon AUnboundStockton
 
Painted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaPainted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaVirag Sontakke
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 

Dernier (20)

Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptx
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its Characteristics
 
Blooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docxBlooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docx
 
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
internship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerinternship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developer
 
Introduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptxIntroduction to AI in Higher Education_draft.pptx
Introduction to AI in Higher Education_draft.pptx
 
Hybridoma Technology ( Production , Purification , and Application )
Hybridoma Technology  ( Production , Purification , and Application  ) Hybridoma Technology  ( Production , Purification , and Application  )
Hybridoma Technology ( Production , Purification , and Application )
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdf
 
Staff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSDStaff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSD
 
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxHistory Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon A
 
Painted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaPainted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of India
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 

A novel automated hot spot detection system for tracking metastasis in digital infrared thermal images (1)

  • 1. A novel automated hot spot detection system for tracking metastasis in Digital Infrared Thermal Images Madhumitha Raghu Divya.N N.Sriraam B.Venkatraman P.Manoj Niranjan
  • 2.
  • 3.
  • 4.  
  • 5.
  • 6. Validation Carcinoma (Ca) Breast – Right Upper medial quadrant mass. Suggestive of Ca by USG and mammography and confirmed by Fine Needle Aspiration Cytology. Mass detected by mammography
  • 7. Validation FNAC - Results Highly cellular smear with Pleumorphism increased nucleo cytoplasmic ratio and prominent nuclei which is suggestive of carcinoma.
  • 8.  
  • 9.
  • 10.
  • 11.
  • 12. Extraction of tumour portions-Output Gray scale extracted portion Red plane –Extracted portion of an Carcinoma image
  • 13.
  • 14. Observation S.NO. FEATURES CLASSIFICATION PERCENTAGE 1. Entropy Difference between left and right sides of Red and Green Planes 77% 2. Entropy Difference between left and right sides of Red and Blue Planes 88.889% 3. Entropy Difference between left and right sides of Green and Blue Planes 83.33% 4. Red Plane – Maximum kurtosis of left and right sides 77.778% 5. Green Plane – Maximum kurtosis of left and right sides 77.778% 6. Red Plane – Maximum Eigen values of left and right sides 66.67% 7. Blue Plane – Maximum Eigen values of left and right sides 72.2%
  • 15.
  • 16. Progress of the work Analysis Inference 1. Gray scale processing Elimination – As no significant trend observed 2. RGB color processing Work to be extended for all the 16 colors 3. 16 color segmentation following color temperature mapping As it involves temperature which co-relates with the body temperature, the feature matrix can be used as inputs to the classifier.
  • 17.
  • 18.
  • 19.
  • 20.