SlideShare a Scribd company logo
1 of 9
Intensity Transformation and
Spatial Filtering
25.08.2020
11:30 am
Histogram Processing
• Intensity levels in the range [0, L-1]
• Discrete function h(rk)=nk
• Histogram Normalization
• p(rk)=nk/MN
• Horizontal axis – intensity values rk
• Vertical axis - h(rk)=nk
• or p(rk)=nk/MN
• Four Basic image types Histogram
Histogram Equalization
• T(r) is monotonically increasing
function
• 0 ≤ T(r) ≤ L – 1
• Using Inverse formulation
r=T-1(s)
• T(r) is strictly monotonically
increasing function
Histogram Equalization
Histogram Equalization
Histogram Equalization
Histogram Equalization
Histogram Equalization
Histogram Equalization
• Example

More Related Content

What's hot

Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...
Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...
Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...Beniamino Murgante
 
Sparse PDF Volumes for Consistent Multi-resolution Volume Rendering
Sparse PDF Volumes for Consistent Multi-resolution Volume RenderingSparse PDF Volumes for Consistent Multi-resolution Volume Rendering
Sparse PDF Volumes for Consistent Multi-resolution Volume RenderingSubhashis Hazarika
 
Introduction to Functional Data Analysis
Introduction to Functional Data AnalysisIntroduction to Functional Data Analysis
Introduction to Functional Data AnalysisRené Franck Essomba
 
Improving Sketch Reconstruction Accuracy
Improving Sketch Reconstruction AccuracyImproving Sketch Reconstruction Accuracy
Improving Sketch Reconstruction AccuracyGene Moo Lee
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...CRS4 Research Center in Sardinia
 

What's hot (6)

Scalable Link Discovery for Modern Data-Driven Applications
Scalable Link Discovery for Modern Data-Driven ApplicationsScalable Link Discovery for Modern Data-Driven Applications
Scalable Link Discovery for Modern Data-Driven Applications
 
Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...
Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...
Some Developments in Space-Time Modelling with GIS Tao Cheng – University Col...
 
Sparse PDF Volumes for Consistent Multi-resolution Volume Rendering
Sparse PDF Volumes for Consistent Multi-resolution Volume RenderingSparse PDF Volumes for Consistent Multi-resolution Volume Rendering
Sparse PDF Volumes for Consistent Multi-resolution Volume Rendering
 
Introduction to Functional Data Analysis
Introduction to Functional Data AnalysisIntroduction to Functional Data Analysis
Introduction to Functional Data Analysis
 
Improving Sketch Reconstruction Accuracy
Improving Sketch Reconstruction AccuracyImproving Sketch Reconstruction Accuracy
Improving Sketch Reconstruction Accuracy
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
 

More from Bharathi Lakshmi Pon

More from Bharathi Lakshmi Pon (13)

Knowing about Computer SS.pptx
Knowing about Computer SS.pptxKnowing about Computer SS.pptx
Knowing about Computer SS.pptx
 
parallelcomputing-webminar.ppsx
parallelcomputing-webminar.ppsxparallelcomputing-webminar.ppsx
parallelcomputing-webminar.ppsx
 
iterativealgorithms.ppsx
iterativealgorithms.ppsxiterativealgorithms.ppsx
iterativealgorithms.ppsx
 
intensitytransformationspatialfiltering.ppsx
intensitytransformationspatialfiltering.ppsxintensitytransformationspatialfiltering.ppsx
intensitytransformationspatialfiltering.ppsx
 
mapem.ppsx
mapem.ppsxmapem.ppsx
mapem.ppsx
 
graphicsdesigning-intro.ppsx
graphicsdesigning-intro.ppsxgraphicsdesigning-intro.ppsx
graphicsdesigning-intro.ppsx
 
intensitytransformation.ppsx
intensitytransformation.ppsxintensitytransformation.ppsx
intensitytransformation.ppsx
 
PSNR based Optimization using statistical algorithm.ppsx
PSNR based Optimization using statistical algorithm.ppsxPSNR based Optimization using statistical algorithm.ppsx
PSNR based Optimization using statistical algorithm.ppsx
 
dipslideshare.ppsx
dipslideshare.ppsxdipslideshare.ppsx
dipslideshare.ppsx
 
matrixmultiplicationparallel.ppsx
matrixmultiplicationparallel.ppsxmatrixmultiplicationparallel.ppsx
matrixmultiplicationparallel.ppsx
 
webdesigning.ppsx
webdesigning.ppsxwebdesigning.ppsx
webdesigning.ppsx
 
classtimetable.ppsx
classtimetable.ppsxclasstimetable.ppsx
classtimetable.ppsx
 
Sequential consistency model
Sequential consistency modelSequential consistency model
Sequential consistency model
 

Recently uploaded

AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)Samir Dash
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAnitaRaj43
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxRemote DBA Services
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontologyjohnbeverley2021
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMKumar Satyam
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Orbitshub
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...apidays
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Victor Rentea
 
JohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptxJohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptxJohnPollard37
 

Recently uploaded (20)

AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptx
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontology
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDM
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
 
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
JohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptxJohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptx
 

Intensity Transformation and Spatial Filtering