SlideShare a Scribd company logo
1 of 10
Download to read offline
Informatics Research Centre
Virtual Embryo
Education Framework for Embryologists
Dr. Silvester Czanner
Informatics Research Centre
Researchers
Patients
MDs, Students
Database
Web service
External resources
Analysis
Evaluation
Validation
Presentation
Images
(ASRM, SART)
PGD results
Live birth outcome
BIG Picture
Embryo
Grading
Informatics Research Centre
Biomedical Imaging and Microscopy
• segmentation
• registration
• 3D modelling
• simulations
Rafferty, Drury, Hartshorne, Czanner, Use of Concave
Corners in the Segmentation of Embryological Datasets,
Review of Bioinformatics and Biometrics, 2012
Informatics Research Centre
Segmentation Methods
Expert GVF GAC MACWE MGAC
A
B
Expert hand segmentation, GVF - Gradient vector field, GAC - Geodesic
active contours, MACWE - Morphological active contours without edges
and MGAC - Morphological geodesic active contours
Thanks to IVF Unit, Warwick Medical School
Informatics Research Centre
Feature
detection
Embryo
selection
Semi-automatic digital embryo
selection and analysis
Analysis
Good
Bad
Mölder, Czanner, Costen, Harshorne,
Automatic Detection of Embryo Location
in Medical Imaging Using Trigonometric
Rotation for Noise Reduction, ICPR, 2014
Informatics Research Centre
Automatic feature selection
using image variance
Mölder, Drury, Costen, Hartshorne, Czanner, Usage of
normalized image variance for feature detection in embryonic
imaging. Cytometry, Part A 87 (2), pp 119-128, 2015
Informatics Research Centre
Repurpose Gaming Technologies
IVF Simulation
EYE
Tracking
Informatics Research Centre
Serious Games
for Training and Clinical Diagnostics
Informatics Research Centre
Web Services. Online Database. Security.
Prototype Architecture
Password Protected
Secure Application
Informatics Research Centre
Thank you for your attention.
Questions?
Academics
Dr. Silvester Czanner, MMU
Dr. Nicholas Costen, MMU
Prof. Geraldine Hartshorne, University of Warwick
PhD Students
Anna Mölder, MMU
Sarah Drury, University of Warwick
MSc Students
John Gay, Eliza Konstantinidi

More Related Content

What's hot

Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...
Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...
Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...Carestream
 
Digital pathology and biobanks
Digital pathology and biobanksDigital pathology and biobanks
Digital pathology and biobanksYves Sucaet
 
Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide
Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide
Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide Atlantis Worldwide LLC
 
Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021
Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021 Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021
Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021 Asma Ben Abacha
 
Digital x ray eclipses conventional radiography as a dental diagnosis tool
Digital x ray eclipses conventional radiography as a dental diagnosis toolDigital x ray eclipses conventional radiography as a dental diagnosis tool
Digital x ray eclipses conventional radiography as a dental diagnosis toolMolly_Evensen
 
Patient Compliance, ePRO and the Role of the Caregiver
Patient Compliance, ePRO and the Role of the CaregiverPatient Compliance, ePRO and the Role of the Caregiver
Patient Compliance, ePRO and the Role of the CaregiverCRF Health
 
Pathomics Based Biomarkers, Tools, and Methods
Pathomics Based Biomarkers, Tools, and MethodsPathomics Based Biomarkers, Tools, and Methods
Pathomics Based Biomarkers, Tools, and Methodsimgcommcall
 
Change Champions & Associates February 2016 Newsletter
Change Champions & Associates February 2016 NewsletterChange Champions & Associates February 2016 Newsletter
Change Champions & Associates February 2016 NewsletterChar Weeks, GAICD, GCCM
 
Electronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeElectronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeData Science Thailand
 
Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...
Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...
Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...Levi Shapiro
 
lyscaut_corp leaflet_06-2016_v3_LR
lyscaut_corp leaflet_06-2016_v3_LRlyscaut_corp leaflet_06-2016_v3_LR
lyscaut_corp leaflet_06-2016_v3_LRHugo M L Jansen
 

What's hot (14)

Power of PACS
Power of PACSPower of PACS
Power of PACS
 
Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...
Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...
Sunway Medical Centre Installs CARESTREAM Vue PACS to Streamline Imaging Proc...
 
IRC_Capabilities
IRC_CapabilitiesIRC_Capabilities
IRC_Capabilities
 
Digital pathology and biobanks
Digital pathology and biobanksDigital pathology and biobanks
Digital pathology and biobanks
 
Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide
Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide
Questions to Ask BEFORE You Buy a PET/CT Scanner | Atlantis Worldwide
 
Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021
Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021 Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021
Medical Computer Vision: Current Limitations of Vision Datasets | CVPR 2021
 
Digital x ray eclipses conventional radiography as a dental diagnosis tool
Digital x ray eclipses conventional radiography as a dental diagnosis toolDigital x ray eclipses conventional radiography as a dental diagnosis tool
Digital x ray eclipses conventional radiography as a dental diagnosis tool
 
Patient Compliance, ePRO and the Role of the Caregiver
Patient Compliance, ePRO and the Role of the CaregiverPatient Compliance, ePRO and the Role of the Caregiver
Patient Compliance, ePRO and the Role of the Caregiver
 
Pathomics Based Biomarkers, Tools, and Methods
Pathomics Based Biomarkers, Tools, and MethodsPathomics Based Biomarkers, Tools, and Methods
Pathomics Based Biomarkers, Tools, and Methods
 
Change Champions & Associates February 2016 Newsletter
Change Champions & Associates February 2016 NewsletterChange Champions & Associates February 2016 Newsletter
Change Champions & Associates February 2016 Newsletter
 
Electronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeElectronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data Initiative
 
Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...
Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...
Professor Harrison Bai, Artificial Intelligence Applications in Radiology_mHe...
 
lyscaut_corp leaflet_06-2016_v3_LR
lyscaut_corp leaflet_06-2016_v3_LRlyscaut_corp leaflet_06-2016_v3_LR
lyscaut_corp leaflet_06-2016_v3_LR
 
Virtual Reality in Health care
Virtual Reality in Health careVirtual Reality in Health care
Virtual Reality in Health care
 

Viewers also liked

Human Fertilisation and Embryology Bill: Genetic Selection & the Deaf Community
Human Fertilisation and Embryology Bill: Genetic Selection & the Deaf CommunityHuman Fertilisation and Embryology Bill: Genetic Selection & the Deaf Community
Human Fertilisation and Embryology Bill: Genetic Selection & the Deaf Communitygrumpyoldeafies
 
L6 key slides meseguer (2)
L6 key slides meseguer (2)L6 key slides meseguer (2)
L6 key slides meseguer (2)t7260678
 
Automatic Blastomere and Trophectoderm Extraction
Automatic Blastomere and Trophectoderm ExtractionAutomatic Blastomere and Trophectoderm Extraction
Automatic Blastomere and Trophectoderm ExtractionAmarjot Singh
 
Human reproduction. diagram. english
Human reproduction. diagram. englishHuman reproduction. diagram. english
Human reproduction. diagram. englishpablojgd
 
Time lapse observations
Time lapse observations Time lapse observations
Time lapse observations Kosmogonia IVF
 
Segundo Cuaderno de Embriología Clínica, versión inglesa
Segundo Cuaderno de Embriología Clínica, versión inglesaSegundo Cuaderno de Embriología Clínica, versión inglesa
Segundo Cuaderno de Embriología Clínica, versión inglesaAsebir
 
Introduction to embryology
Introduction to embryologyIntroduction to embryology
Introduction to embryologyVernon Pashi
 
BIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENT
BIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENTBIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENT
BIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENTNirmala Josephine
 
Powerpoint slides on Fertilization
Powerpoint slides on FertilizationPowerpoint slides on Fertilization
Powerpoint slides on Fertilizationevelyn216
 
IVF - what everyone needs to know about IVF
IVF - what everyone needs to know about IVFIVF - what everyone needs to know about IVF
IVF - what everyone needs to know about IVFDr Aniruddha Malpani
 
Post fertilization structures in plants.
Post fertilization structures in plants.Post fertilization structures in plants.
Post fertilization structures in plants.Sreekanth Dasari
 

Viewers also liked (15)

Human Fertilisation and Embryology Bill: Genetic Selection & the Deaf Community
Human Fertilisation and Embryology Bill: Genetic Selection & the Deaf CommunityHuman Fertilisation and Embryology Bill: Genetic Selection & the Deaf Community
Human Fertilisation and Embryology Bill: Genetic Selection & the Deaf Community
 
L6 key slides meseguer (2)
L6 key slides meseguer (2)L6 key slides meseguer (2)
L6 key slides meseguer (2)
 
Automatic Blastomere and Trophectoderm Extraction
Automatic Blastomere and Trophectoderm ExtractionAutomatic Blastomere and Trophectoderm Extraction
Automatic Blastomere and Trophectoderm Extraction
 
Human reproduction. diagram. english
Human reproduction. diagram. englishHuman reproduction. diagram. english
Human reproduction. diagram. english
 
MSc Embryo implantation lecture
MSc Embryo implantation lectureMSc Embryo implantation lecture
MSc Embryo implantation lecture
 
Time lapse observations
Time lapse observations Time lapse observations
Time lapse observations
 
Segundo Cuaderno de Embriología Clínica, versión inglesa
Segundo Cuaderno de Embriología Clínica, versión inglesaSegundo Cuaderno de Embriología Clínica, versión inglesa
Segundo Cuaderno de Embriología Clínica, versión inglesa
 
Embryo culture
Embryo cultureEmbryo culture
Embryo culture
 
Introduction to embryology
Introduction to embryologyIntroduction to embryology
Introduction to embryology
 
I.V.F
I.V.FI.V.F
I.V.F
 
BIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENT
BIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENTBIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENT
BIOLOGY FORM 5 CHAPTER 4 - 4.1E FERTILISATION & DEVELOPMENT
 
Powerpoint slides on Fertilization
Powerpoint slides on FertilizationPowerpoint slides on Fertilization
Powerpoint slides on Fertilization
 
Human Reproduction
Human ReproductionHuman Reproduction
Human Reproduction
 
IVF - what everyone needs to know about IVF
IVF - what everyone needs to know about IVFIVF - what everyone needs to know about IVF
IVF - what everyone needs to know about IVF
 
Post fertilization structures in plants.
Post fertilization structures in plants.Post fertilization structures in plants.
Post fertilization structures in plants.
 

Similar to NUAA_2015_Czanner_v2

Prostate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRI
Prostate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRIProstate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRI
Prostate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRISaifeng (Aaron) Liu
 
GBMP Lean in Healthcare Photo Album
GBMP Lean in Healthcare Photo AlbumGBMP Lean in Healthcare Photo Album
GBMP Lean in Healthcare Photo AlbumGBMP, Inc.
 
A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...
A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...
A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...IRJET Journal
 
Breast imaging flyer toronto feb 2012
Breast imaging flyer toronto feb 2012Breast imaging flyer toronto feb 2012
Breast imaging flyer toronto feb 2012RadTD1
 
Cervical Cancer Analysis
Cervical Cancer AnalysisCervical Cancer Analysis
Cervical Cancer AnalysisIRJET 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
 
Logistic Regression Model for Predicting the Malignancy of Breast Cancer
Logistic Regression Model for Predicting the Malignancy of Breast CancerLogistic Regression Model for Predicting the Malignancy of Breast Cancer
Logistic Regression Model for Predicting the Malignancy of Breast CancerIRJET Journal
 
BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...
BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...
BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...Big Data Week
 
Breast Cancer Diagnostics with Bayesian Networks
Breast Cancer Diagnostics with Bayesian NetworksBreast Cancer Diagnostics with Bayesian Networks
Breast Cancer Diagnostics with Bayesian NetworksBayesia USA
 
Breast Cancer Prediction using Machine Learning
Breast Cancer Prediction using Machine LearningBreast Cancer Prediction using Machine Learning
Breast Cancer Prediction using Machine LearningIRJET Journal
 
Transforming Reproductive Medicine with AI
Transforming Reproductive Medicine with AITransforming Reproductive Medicine with AI
Transforming Reproductive Medicine with AIKaberi Banerjee
 
NCI HTAN, cancer trajectories, precision oncology
NCI HTAN, cancer trajectories, precision oncologyNCI HTAN, cancer trajectories, precision oncology
NCI HTAN, cancer trajectories, precision oncologyWarren Kibbe
 
Machine Learning for Medical Imaging
Machine Learning for Medical ImagingMachine Learning for Medical Imaging
Machine Learning for Medical ImagingAnne Martel
 
Dr. Sindhu Synopsis PPT.pptx
Dr. Sindhu Synopsis PPT.pptxDr. Sindhu Synopsis PPT.pptx
Dr. Sindhu Synopsis PPT.pptxshantanu kumar
 

Similar to NUAA_2015_Czanner_v2 (20)

Prostate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRI
Prostate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRIProstate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRI
Prostate Cancer Diagnosis using Deep Learning with 3D Multiparametric MRI
 
Yoga_anddatascience
Yoga_anddatascienceYoga_anddatascience
Yoga_anddatascience
 
GBMP Lean in Healthcare Photo Album
GBMP Lean in Healthcare Photo AlbumGBMP Lean in Healthcare Photo Album
GBMP Lean in Healthcare Photo Album
 
UOG Journal Club: Systematic review of accuracy of ultrasound in the diagnosi...
UOG Journal Club: Systematic review of accuracy of ultrasound in the diagnosi...UOG Journal Club: Systematic review of accuracy of ultrasound in the diagnosi...
UOG Journal Club: Systematic review of accuracy of ultrasound in the diagnosi...
 
A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...
A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...
A Comprehensive Study on the Phases and Techniques of Breast Cancer Classific...
 
Breast imaging flyer toronto feb 2012
Breast imaging flyer toronto feb 2012Breast imaging flyer toronto feb 2012
Breast imaging flyer toronto feb 2012
 
Cervical Cancer Analysis
Cervical Cancer AnalysisCervical Cancer Analysis
Cervical Cancer Analysis
 
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
 
ENAR 2020
ENAR 2020ENAR 2020
ENAR 2020
 
Logistic Regression Model for Predicting the Malignancy of Breast Cancer
Logistic Regression Model for Predicting the Malignancy of Breast CancerLogistic Regression Model for Predicting the Malignancy of Breast Cancer
Logistic Regression Model for Predicting the Malignancy of Breast Cancer
 
BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...
BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...
BDW16 London - Mishal Patel, NHS - Modernising Routine Breast Cancer Using Bi...
 
radiotherapy.pptx
radiotherapy.pptxradiotherapy.pptx
radiotherapy.pptx
 
Breast Cancer Diagnostics with Bayesian Networks
Breast Cancer Diagnostics with Bayesian NetworksBreast Cancer Diagnostics with Bayesian Networks
Breast Cancer Diagnostics with Bayesian Networks
 
Breast Cancer Prediction using Machine Learning
Breast Cancer Prediction using Machine LearningBreast Cancer Prediction using Machine Learning
Breast Cancer Prediction using Machine Learning
 
Transforming Reproductive Medicine with AI
Transforming Reproductive Medicine with AITransforming Reproductive Medicine with AI
Transforming Reproductive Medicine with AI
 
face recognition
face recognitionface recognition
face recognition
 
NCI HTAN, cancer trajectories, precision oncology
NCI HTAN, cancer trajectories, precision oncologyNCI HTAN, cancer trajectories, precision oncology
NCI HTAN, cancer trajectories, precision oncology
 
Machine Learning for Medical Imaging
Machine Learning for Medical ImagingMachine Learning for Medical Imaging
Machine Learning for Medical Imaging
 
Validity of cephalometrics
Validity of cephalometricsValidity of cephalometrics
Validity of cephalometrics
 
Dr. Sindhu Synopsis PPT.pptx
Dr. Sindhu Synopsis PPT.pptxDr. Sindhu Synopsis PPT.pptx
Dr. Sindhu Synopsis PPT.pptx
 

NUAA_2015_Czanner_v2