SlideShare a Scribd company logo
International Journal of Computing Algorithm, Vol 2(1), June 2013
ISSN(Print):2278-2397
Website: www.ijcoa.com
Cloud Detection and Removal Algorithm Based on
Mean and
Hybrid Methods
B.Ramesh1
, J.Satheesh Kumar2
1
Research Scholar, Department of Computer Applications, Bharathiar University, Coimbatore, India
2
Assistant Professor, Department of Computer Applications,Bharathiar University, Coimbatore, India
E-mail: rameshmscss@gmail.com, jsathee@rediffmail.com
Abstract
Satellite images are playing a major role in region structure planning, change detection which
is used in defense for protection and also used for study and analysis of geographical
structures of earth and space. Clouds are challenging issue in most of the satellite imaging
based applications since appearance of cloud on input image will be treated as noise.
Accurate detection and removal of cloud region either from an input image or from image
acquisition is an important preprocessing phase on most of the applications especially in
remote sensing. Algorithms such as, Mean, Second Highest (SH) value, Modified Maximum
Average (MMA) and Hybrid methods (combination of Mean and MMA) are widely in use
for cloud detection and removal. The result of exiting methods shows that Mean and SH
algorithm will be appreciable for removing less number of clouds which have less in
brightness (low pixel values). However, MMA and Hybrid algorithms are used for removing
more number of clouds in an image that have both less and high brightness (Low and High
pixel values). This paper focuses new enhanced method for cloud removal. The result of
proposed method shows that it is able to remove the clouds of both low and high brightness
values without affecting quality of the images and it is also suitable for all types of satellite
images.

More Related Content

What's hot

Fuzzy In Remote Classification
Fuzzy In Remote ClassificationFuzzy In Remote Classification
Fuzzy In Remote Classification
University of Oradea
 
Lw3620362041
Lw3620362041Lw3620362041
Lw3620362041
IJERA Editor
 
Effect of sub classes on the accuracy of the classified image
Effect of sub classes on the accuracy of the classified imageEffect of sub classes on the accuracy of the classified image
Effect of sub classes on the accuracy of the classified image
iaemedu
 
MRI_CT poster v2
MRI_CT poster v2MRI_CT poster v2
MRI_CT poster v2
Brian McCollough
 
A mobile based microscope for sample recognition
A mobile based microscope for sample recognitionA mobile based microscope for sample recognition
A mobile based microscope for sample recognition
eSAT Publishing House
 
Estimating cellphone signal intensity & identifying
Estimating cellphone signal intensity & identifyingEstimating cellphone signal intensity & identifying
Estimating cellphone signal intensity & identifying
eSAT Publishing House
 
seyed armin hashemi
seyed armin hashemiseyed armin hashemi
seyed armin hashemi
Dheeraj Vasu
 
Lamichhane_PosterFinal
Lamichhane_PosterFinalLamichhane_PosterFinal
Lamichhane_PosterFinal
Roshani Lamichhane
 
Design and analysing of compact microstrip antenna with defected ground struc...
Design and analysing of compact microstrip antenna with defected ground struc...Design and analysing of compact microstrip antenna with defected ground struc...
Design and analysing of compact microstrip antenna with defected ground struc...
eSAT Journals
 
Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...
Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...
Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...
IOSR Journals
 
the mir flickr retrieval evaluation proposal based on user tags and textual p...
the mir flickr retrieval evaluation proposal based on user tags and textual p...the mir flickr retrieval evaluation proposal based on user tags and textual p...
the mir flickr retrieval evaluation proposal based on user tags and textual p...
IJAEMSJORNAL
 
A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...
A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...
A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...
National Cheng Kung University
 
Mammographic Feature Enhancement using Singularities of Contourlet Transform
Mammographic Feature Enhancement using Singularities of Contourlet TransformMammographic Feature Enhancement using Singularities of Contourlet Transform
Mammographic Feature Enhancement using Singularities of Contourlet Transform
idescitation
 
Localization based range map stitching in wireless sensor network under non l...
Localization based range map stitching in wireless sensor network under non l...Localization based range map stitching in wireless sensor network under non l...
Localization based range map stitching in wireless sensor network under non l...
eSAT Publishing House
 
A developed algorithm for automating the multiple bands multiple endmember se...
A developed algorithm for automating the multiple bands multiple endmember se...A developed algorithm for automating the multiple bands multiple endmember se...
A developed algorithm for automating the multiple bands multiple endmember se...
Alexander Decker
 
Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...
Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...
Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...
Austin Robbins
 
Modified Sierpinski Gasket for Wi-Fi and WLAN Applications
Modified Sierpinski Gasket for Wi-Fi and WLAN ApplicationsModified Sierpinski Gasket for Wi-Fi and WLAN Applications
Modified Sierpinski Gasket for Wi-Fi and WLAN Applications
IJERA Editor
 
Classification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing dataClassification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing data
eSAT Journals
 
Analysis of proximity coupled equilateral triangular
Analysis of proximity coupled equilateral triangularAnalysis of proximity coupled equilateral triangular
Analysis of proximity coupled equilateral triangular
eSAT Publishing House
 
Image classification in remote sensing
Image classification in remote sensingImage classification in remote sensing
Image classification in remote sensing
Alexander Decker
 

What's hot (20)

Fuzzy In Remote Classification
Fuzzy In Remote ClassificationFuzzy In Remote Classification
Fuzzy In Remote Classification
 
Lw3620362041
Lw3620362041Lw3620362041
Lw3620362041
 
Effect of sub classes on the accuracy of the classified image
Effect of sub classes on the accuracy of the classified imageEffect of sub classes on the accuracy of the classified image
Effect of sub classes on the accuracy of the classified image
 
MRI_CT poster v2
MRI_CT poster v2MRI_CT poster v2
MRI_CT poster v2
 
A mobile based microscope for sample recognition
A mobile based microscope for sample recognitionA mobile based microscope for sample recognition
A mobile based microscope for sample recognition
 
Estimating cellphone signal intensity & identifying
Estimating cellphone signal intensity & identifyingEstimating cellphone signal intensity & identifying
Estimating cellphone signal intensity & identifying
 
seyed armin hashemi
seyed armin hashemiseyed armin hashemi
seyed armin hashemi
 
Lamichhane_PosterFinal
Lamichhane_PosterFinalLamichhane_PosterFinal
Lamichhane_PosterFinal
 
Design and analysing of compact microstrip antenna with defected ground struc...
Design and analysing of compact microstrip antenna with defected ground struc...Design and analysing of compact microstrip antenna with defected ground struc...
Design and analysing of compact microstrip antenna with defected ground struc...
 
Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...
Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...
Object Classification of Satellite Images Using Cluster Repulsion Based Kerne...
 
the mir flickr retrieval evaluation proposal based on user tags and textual p...
the mir flickr retrieval evaluation proposal based on user tags and textual p...the mir flickr retrieval evaluation proposal based on user tags and textual p...
the mir flickr retrieval evaluation proposal based on user tags and textual p...
 
A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...
A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...
A Paper Report Of Estimating And Mapping Forest Structural Diversity Using Ai...
 
Mammographic Feature Enhancement using Singularities of Contourlet Transform
Mammographic Feature Enhancement using Singularities of Contourlet TransformMammographic Feature Enhancement using Singularities of Contourlet Transform
Mammographic Feature Enhancement using Singularities of Contourlet Transform
 
Localization based range map stitching in wireless sensor network under non l...
Localization based range map stitching in wireless sensor network under non l...Localization based range map stitching in wireless sensor network under non l...
Localization based range map stitching in wireless sensor network under non l...
 
A developed algorithm for automating the multiple bands multiple endmember se...
A developed algorithm for automating the multiple bands multiple endmember se...A developed algorithm for automating the multiple bands multiple endmember se...
A developed algorithm for automating the multiple bands multiple endmember se...
 
Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...
Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...
Zigzag electrode acquisition strategy to improve 2-D Electrical Resistivity T...
 
Modified Sierpinski Gasket for Wi-Fi and WLAN Applications
Modified Sierpinski Gasket for Wi-Fi and WLAN ApplicationsModified Sierpinski Gasket for Wi-Fi and WLAN Applications
Modified Sierpinski Gasket for Wi-Fi and WLAN Applications
 
Classification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing dataClassification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing data
 
Analysis of proximity coupled equilateral triangular
Analysis of proximity coupled equilateral triangularAnalysis of proximity coupled equilateral triangular
Analysis of proximity coupled equilateral triangular
 
Image classification in remote sensing
Image classification in remote sensingImage classification in remote sensing
Image classification in remote sensing
 

Viewers also liked

Mercal.desarrollo organizacional
Mercal.desarrollo organizacionalMercal.desarrollo organizacional
Mercal.desarrollo organizacional
alvarezckatiuskaa
 
Manufacturing industries
Manufacturing industriesManufacturing industries
Manufacturing industries
VyomPatel
 
Bnc male right angle connector compression
Bnc male right angle connector compressionBnc male right angle connector compression
Bnc male right angle connector compression
Chetan Shah
 
Tăng testosterone nội sinh bằng thảo dược thiên nhiên
Tăng testosterone nội sinh bằng thảo dược thiên nhiênTăng testosterone nội sinh bằng thảo dược thiên nhiên
Tăng testosterone nội sinh bằng thảo dược thiên nhiênbenjamin564
 
Wilson's Creek Battlefield Business Plan
Wilson's Creek Battlefield Business PlanWilson's Creek Battlefield Business Plan
Wilson's Creek Battlefield Business Plan
Shaun McClintock
 
ICSD final paper.koski
ICSD final paper.koskiICSD final paper.koski
ICSD final paper.koski
Natalie Koski-Karell
 
Resume-JL-EXEC
Resume-JL-EXECResume-JL-EXEC
Resume-JL-EXEC
Jimmy LaPeter
 
Forest_Co
Forest_CoForest_Co
جلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہے
جلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہےجلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہے
جلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہے
muzaffertahir9
 
House of Skills
House of SkillsHouse of Skills
House of Skills
House of Skills
 

Viewers also liked (11)

Mercal.desarrollo organizacional
Mercal.desarrollo organizacionalMercal.desarrollo organizacional
Mercal.desarrollo organizacional
 
Manufacturing industries
Manufacturing industriesManufacturing industries
Manufacturing industries
 
Bnc male right angle connector compression
Bnc male right angle connector compressionBnc male right angle connector compression
Bnc male right angle connector compression
 
161031_presentation
161031_presentation161031_presentation
161031_presentation
 
Tăng testosterone nội sinh bằng thảo dược thiên nhiên
Tăng testosterone nội sinh bằng thảo dược thiên nhiênTăng testosterone nội sinh bằng thảo dược thiên nhiên
Tăng testosterone nội sinh bằng thảo dược thiên nhiên
 
Wilson's Creek Battlefield Business Plan
Wilson's Creek Battlefield Business PlanWilson's Creek Battlefield Business Plan
Wilson's Creek Battlefield Business Plan
 
ICSD final paper.koski
ICSD final paper.koskiICSD final paper.koski
ICSD final paper.koski
 
Resume-JL-EXEC
Resume-JL-EXECResume-JL-EXEC
Resume-JL-EXEC
 
Forest_Co
Forest_CoForest_Co
Forest_Co
 
جلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہے
جلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہےجلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہے
جلسہ سالانہ صداقت حضرت مسیح موعود علہہ السلام کا عظیم نشان ہے
 
House of Skills
House of SkillsHouse of Skills
House of Skills
 

Similar to Cloud Detection and Removal Algorithm Based on Mean and Hybrid Methods

Segmentation and Classification of MRI Brain Tumor
Segmentation and Classification of MRI Brain TumorSegmentation and Classification of MRI Brain Tumor
Segmentation and Classification of MRI Brain Tumor
IRJET Journal
 
ADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERS
ADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERSADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERS
ADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERS
ijctcm
 
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
ijcseit
 
DETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NN
DETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NNDETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NN
DETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NN
IJCSEIT Journal
 
Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers
Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers
Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers
ijctcm
 
Review on Optimal image fusion techniques and Hybrid technique
Review on Optimal image fusion techniques and Hybrid techniqueReview on Optimal image fusion techniques and Hybrid technique
Review on Optimal image fusion techniques and Hybrid technique
IRJET Journal
 
A novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentationA novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentation
eSAT Publishing House
 
A novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentationA novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentation
eSAT Journals
 
remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....
remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....
remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....
ssuserf7d22b
 
10.1109@tip.2020.2990346
10.1109@tip.2020.299034610.1109@tip.2020.2990346
10.1109@tip.2020.2990346
Joseph Franklin
 
Lidar Point Cloud Classification Using Expectation Maximization Algorithm
Lidar Point Cloud Classification Using Expectation Maximization AlgorithmLidar Point Cloud Classification Using Expectation Maximization Algorithm
Lidar Point Cloud Classification Using Expectation Maximization Algorithm
AIRCC Publishing Corporation
 
LIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHM
LIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHMLIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHM
LIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHM
ijnlc
 
Thesis_Khan_2073209.pptx
Thesis_Khan_2073209.pptxThesis_Khan_2073209.pptx
Thesis_Khan_2073209.pptx
AlmasrurKhan2
 
IRJET-Skin Lesion Classification using 3D Reconstruction
IRJET-Skin Lesion Classification using 3D ReconstructionIRJET-Skin Lesion Classification using 3D Reconstruction
IRJET-Skin Lesion Classification using 3D Reconstruction
IRJET Journal
 
Implementation and performance evaluation of
Implementation and performance evaluation ofImplementation and performance evaluation of
Implementation and performance evaluation of
ijcsa
 
A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...
IAEME Publication
 
A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...
IAEME Publication
 
Fuzzy k c-means clustering algorithm for medical image
Fuzzy k c-means clustering algorithm for medical imageFuzzy k c-means clustering algorithm for medical image
Fuzzy k c-means clustering algorithm for medical image
Alexander Decker
 
IRJET- Geological Boundary Detection for Satellite Images using AI Technique
IRJET- Geological Boundary Detection for Satellite Images using AI TechniqueIRJET- Geological Boundary Detection for Satellite Images using AI Technique
IRJET- Geological Boundary Detection for Satellite Images using AI Technique
IRJET Journal
 
A031202001006
A031202001006A031202001006
A031202001006
ijceronline
 

Similar to Cloud Detection and Removal Algorithm Based on Mean and Hybrid Methods (20)

Segmentation and Classification of MRI Brain Tumor
Segmentation and Classification of MRI Brain TumorSegmentation and Classification of MRI Brain Tumor
Segmentation and Classification of MRI Brain Tumor
 
ADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERS
ADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERSADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERS
ADVANCED ALGORITHMS FOR ETCHING SIMULATION OF 3D MEMS-TUNABLE LASERS
 
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
 
DETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NN
DETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NNDETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NN
DETECTION OF CONCEALED WEAPONS IN X-RAY IMAGES USING FUZZY K-NN
 
Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers
Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers
Advanced Algorithms for Etching Simulation of 3d Mems-Tunable Lasers
 
Review on Optimal image fusion techniques and Hybrid technique
Review on Optimal image fusion techniques and Hybrid techniqueReview on Optimal image fusion techniques and Hybrid technique
Review on Optimal image fusion techniques and Hybrid technique
 
A novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentationA novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentation
 
A novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentationA novel predicate for active region merging in automatic image segmentation
A novel predicate for active region merging in automatic image segmentation
 
remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....
remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....
remotesensing-jkkljkljkljkldjfkldfkdfjsdkmn .,ml;fjkl;jse.fn.m,.dmnklnklsdkl....
 
10.1109@tip.2020.2990346
10.1109@tip.2020.299034610.1109@tip.2020.2990346
10.1109@tip.2020.2990346
 
Lidar Point Cloud Classification Using Expectation Maximization Algorithm
Lidar Point Cloud Classification Using Expectation Maximization AlgorithmLidar Point Cloud Classification Using Expectation Maximization Algorithm
Lidar Point Cloud Classification Using Expectation Maximization Algorithm
 
LIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHM
LIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHMLIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHM
LIDAR POINT CLOUD CLASSIFICATION USING EXPECTATION MAXIMIZATION ALGORITHM
 
Thesis_Khan_2073209.pptx
Thesis_Khan_2073209.pptxThesis_Khan_2073209.pptx
Thesis_Khan_2073209.pptx
 
IRJET-Skin Lesion Classification using 3D Reconstruction
IRJET-Skin Lesion Classification using 3D ReconstructionIRJET-Skin Lesion Classification using 3D Reconstruction
IRJET-Skin Lesion Classification using 3D Reconstruction
 
Implementation and performance evaluation of
Implementation and performance evaluation ofImplementation and performance evaluation of
Implementation and performance evaluation of
 
A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...
 
A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...A novel fast block matching algorithm considering cost function and stereo al...
A novel fast block matching algorithm considering cost function and stereo al...
 
Fuzzy k c-means clustering algorithm for medical image
Fuzzy k c-means clustering algorithm for medical imageFuzzy k c-means clustering algorithm for medical image
Fuzzy k c-means clustering algorithm for medical image
 
IRJET- Geological Boundary Detection for Satellite Images using AI Technique
IRJET- Geological Boundary Detection for Satellite Images using AI TechniqueIRJET- Geological Boundary Detection for Satellite Images using AI Technique
IRJET- Geological Boundary Detection for Satellite Images using AI Technique
 
A031202001006
A031202001006A031202001006
A031202001006
 

More from ijcoa

SPSS: An Effective Tool to Compute Learning Outcomes in Acadamics
SPSS: An Effective Tool to Compute Learning Outcomes in AcadamicsSPSS: An Effective Tool to Compute Learning Outcomes in Acadamics
SPSS: An Effective Tool to Compute Learning Outcomes in Acadamics
ijcoa
 
BugLoc: Bug Localization in Multi Threaded Application via Graph Mining Approach
BugLoc: Bug Localization in Multi Threaded Application via Graph Mining ApproachBugLoc: Bug Localization in Multi Threaded Application via Graph Mining Approach
BugLoc: Bug Localization in Multi Threaded Application via Graph Mining Approach
ijcoa
 
Motion Object Detection Using BGS Technique
Motion Object Detection Using BGS TechniqueMotion Object Detection Using BGS Technique
Motion Object Detection Using BGS Technique
ijcoa
 
Analysis of Women Harassment in Villages Using CETD Matrix Modal
Analysis of Women Harassment in Villages Using CETD Matrix ModalAnalysis of Women Harassment in Villages Using CETD Matrix Modal
Analysis of Women Harassment in Villages Using CETD Matrix Modal
ijcoa
 
Solving Assignment Problem Using L-R Fuzzy Numbers
Solving Assignment Problem Using L-R Fuzzy NumbersSolving Assignment Problem Using L-R Fuzzy Numbers
Solving Assignment Problem Using L-R Fuzzy Numbers
ijcoa
 
Fuzzy Chroamtic Number of Line Graph using α-Cuts
Fuzzy Chroamtic Number of Line Graph using α-CutsFuzzy Chroamtic Number of Line Graph using α-Cuts
Fuzzy Chroamtic Number of Line Graph using α-Cuts
ijcoa
 
A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...
A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...
A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...
ijcoa
 
Dual Trapezoidal Fuzzy Number and its Applications
Dual Trapezoidal Fuzzy Number and its ApplicationsDual Trapezoidal Fuzzy Number and its Applications
Dual Trapezoidal Fuzzy Number and its Applications
ijcoa
 
Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...
Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...
Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...
ijcoa
 
Saturation Index of π(D(r,s))
Saturation Index of π(D(r,s))Saturation Index of π(D(r,s))
Saturation Index of π(D(r,s))
ijcoa
 
Classification and Prediction of Heart Disease from Diabetes Patients using H...
Classification and Prediction of Heart Disease from Diabetes Patients using H...Classification and Prediction of Heart Disease from Diabetes Patients using H...
Classification and Prediction of Heart Disease from Diabetes Patients using H...
ijcoa
 
Format Preserving Encryption for Small Domain
Format Preserving Encryption for Small DomainFormat Preserving Encryption for Small Domain
Format Preserving Encryption for Small Domain
ijcoa
 
Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...
Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...
Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...
ijcoa
 
Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...
ijcoa
 
Test Suite Reduction Based on Fault Detection with Cost Optimization
Test Suite Reduction Based on Fault Detection with Cost OptimizationTest Suite Reduction Based on Fault Detection with Cost Optimization
Test Suite Reduction Based on Fault Detection with Cost Optimization
ijcoa
 
Artifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s ApplicationsArtifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s Applications
ijcoa
 
Effectual Data Integrity Checking Technique Based on Number Theory
Effectual Data Integrity Checking Technique Based on Number TheoryEffectual Data Integrity Checking Technique Based on Number Theory
Effectual Data Integrity Checking Technique Based on Number Theory
ijcoa
 
Micro-Neuro-Sensor Recording of STN Neurons of the Human Brain
Micro-Neuro-Sensor Recording of STN Neurons of the Human BrainMicro-Neuro-Sensor Recording of STN Neurons of the Human Brain
Micro-Neuro-Sensor Recording of STN Neurons of the Human Brain
ijcoa
 
EDM: Finding Answers to Reduce Dropout Rates in Schools
EDM: Finding Answers to Reduce Dropout Rates in SchoolsEDM: Finding Answers to Reduce Dropout Rates in Schools
EDM: Finding Answers to Reduce Dropout Rates in Schools
ijcoa
 
Analysis of Effort Estimation Model in Traditional and Agile (USING METRICS ...
Analysis of Effort Estimation Model in Traditional and Agile  (USING METRICS ...Analysis of Effort Estimation Model in Traditional and Agile  (USING METRICS ...
Analysis of Effort Estimation Model in Traditional and Agile (USING METRICS ...
ijcoa
 

More from ijcoa (20)

SPSS: An Effective Tool to Compute Learning Outcomes in Acadamics
SPSS: An Effective Tool to Compute Learning Outcomes in AcadamicsSPSS: An Effective Tool to Compute Learning Outcomes in Acadamics
SPSS: An Effective Tool to Compute Learning Outcomes in Acadamics
 
BugLoc: Bug Localization in Multi Threaded Application via Graph Mining Approach
BugLoc: Bug Localization in Multi Threaded Application via Graph Mining ApproachBugLoc: Bug Localization in Multi Threaded Application via Graph Mining Approach
BugLoc: Bug Localization in Multi Threaded Application via Graph Mining Approach
 
Motion Object Detection Using BGS Technique
Motion Object Detection Using BGS TechniqueMotion Object Detection Using BGS Technique
Motion Object Detection Using BGS Technique
 
Analysis of Women Harassment in Villages Using CETD Matrix Modal
Analysis of Women Harassment in Villages Using CETD Matrix ModalAnalysis of Women Harassment in Villages Using CETD Matrix Modal
Analysis of Women Harassment in Villages Using CETD Matrix Modal
 
Solving Assignment Problem Using L-R Fuzzy Numbers
Solving Assignment Problem Using L-R Fuzzy NumbersSolving Assignment Problem Using L-R Fuzzy Numbers
Solving Assignment Problem Using L-R Fuzzy Numbers
 
Fuzzy Chroamtic Number of Line Graph using α-Cuts
Fuzzy Chroamtic Number of Line Graph using α-CutsFuzzy Chroamtic Number of Line Graph using α-Cuts
Fuzzy Chroamtic Number of Line Graph using α-Cuts
 
A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...
A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...
A Study on the Exposures of Rag- Pickers Using Induced Neutrosophic Cognitive...
 
Dual Trapezoidal Fuzzy Number and its Applications
Dual Trapezoidal Fuzzy Number and its ApplicationsDual Trapezoidal Fuzzy Number and its Applications
Dual Trapezoidal Fuzzy Number and its Applications
 
Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...
Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...
Developing and Porting multi-grid solver for CFD application on Intel-MIC pla...
 
Saturation Index of π(D(r,s))
Saturation Index of π(D(r,s))Saturation Index of π(D(r,s))
Saturation Index of π(D(r,s))
 
Classification and Prediction of Heart Disease from Diabetes Patients using H...
Classification and Prediction of Heart Disease from Diabetes Patients using H...Classification and Prediction of Heart Disease from Diabetes Patients using H...
Classification and Prediction of Heart Disease from Diabetes Patients using H...
 
Format Preserving Encryption for Small Domain
Format Preserving Encryption for Small DomainFormat Preserving Encryption for Small Domain
Format Preserving Encryption for Small Domain
 
Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...
Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...
Intuitionistic Double Layered Fuzzy Graph and its Cartesian Product Vertex De...
 
Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...
 
Test Suite Reduction Based on Fault Detection with Cost Optimization
Test Suite Reduction Based on Fault Detection with Cost OptimizationTest Suite Reduction Based on Fault Detection with Cost Optimization
Test Suite Reduction Based on Fault Detection with Cost Optimization
 
Artifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s ApplicationsArtifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s Applications
 
Effectual Data Integrity Checking Technique Based on Number Theory
Effectual Data Integrity Checking Technique Based on Number TheoryEffectual Data Integrity Checking Technique Based on Number Theory
Effectual Data Integrity Checking Technique Based on Number Theory
 
Micro-Neuro-Sensor Recording of STN Neurons of the Human Brain
Micro-Neuro-Sensor Recording of STN Neurons of the Human BrainMicro-Neuro-Sensor Recording of STN Neurons of the Human Brain
Micro-Neuro-Sensor Recording of STN Neurons of the Human Brain
 
EDM: Finding Answers to Reduce Dropout Rates in Schools
EDM: Finding Answers to Reduce Dropout Rates in SchoolsEDM: Finding Answers to Reduce Dropout Rates in Schools
EDM: Finding Answers to Reduce Dropout Rates in Schools
 
Analysis of Effort Estimation Model in Traditional and Agile (USING METRICS ...
Analysis of Effort Estimation Model in Traditional and Agile  (USING METRICS ...Analysis of Effort Estimation Model in Traditional and Agile  (USING METRICS ...
Analysis of Effort Estimation Model in Traditional and Agile (USING METRICS ...
 

Recently uploaded

The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptx
The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptxThe use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptx
The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptx
MAGOTI ERNEST
 
Applied Science: Thermodynamics, Laws & Methodology.pdf
Applied Science: Thermodynamics, Laws & Methodology.pdfApplied Science: Thermodynamics, Laws & Methodology.pdf
Applied Science: Thermodynamics, Laws & Methodology.pdf
University of Hertfordshire
 
20240520 Planning a Circuit Simulator in JavaScript.pptx
20240520 Planning a Circuit Simulator in JavaScript.pptx20240520 Planning a Circuit Simulator in JavaScript.pptx
20240520 Planning a Circuit Simulator in JavaScript.pptx
Sharon Liu
 
Bob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdfBob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdf
Texas Alliance of Groundwater Districts
 
Medical Orthopedic PowerPoint Templates.pptx
Medical Orthopedic PowerPoint Templates.pptxMedical Orthopedic PowerPoint Templates.pptx
Medical Orthopedic PowerPoint Templates.pptx
terusbelajar5
 
The debris of the ‘last major merger’ is dynamically young
The debris of the ‘last major merger’ is dynamically youngThe debris of the ‘last major merger’ is dynamically young
The debris of the ‘last major merger’ is dynamically young
Sérgio Sacani
 
Phenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvementPhenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvement
IshaGoswami9
 
Describing and Interpreting an Immersive Learning Case with the Immersion Cub...
Describing and Interpreting an Immersive Learning Case with the Immersion Cub...Describing and Interpreting an Immersive Learning Case with the Immersion Cub...
Describing and Interpreting an Immersive Learning Case with the Immersion Cub...
Leonel Morgado
 
ESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptxESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptx
PRIYANKA PATEL
 
Randomised Optimisation Algorithms in DAPHNE
Randomised Optimisation Algorithms in DAPHNERandomised Optimisation Algorithms in DAPHNE
Randomised Optimisation Algorithms in DAPHNE
University of Maribor
 
Immersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths ForwardImmersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths Forward
Leonel Morgado
 
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
vluwdy49
 
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốtmô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
HongcNguyn6
 
Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...
Leonel Morgado
 
Basics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different formsBasics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different forms
MaheshaNanjegowda
 
Deep Software Variability and Frictionless Reproducibility
Deep Software Variability and Frictionless ReproducibilityDeep Software Variability and Frictionless Reproducibility
Deep Software Variability and Frictionless Reproducibility
University of Rennes, INSA Rennes, Inria/IRISA, CNRS
 
The binding of cosmological structures by massless topological defects
The binding of cosmological structures by massless topological defectsThe binding of cosmological structures by massless topological defects
The binding of cosmological structures by massless topological defects
Sérgio Sacani
 
Equivariant neural networks and representation theory
Equivariant neural networks and representation theoryEquivariant neural networks and representation theory
Equivariant neural networks and representation theory
Daniel Tubbenhauer
 
Compexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titrationCompexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titration
Vandana Devesh Sharma
 
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
yqqaatn0
 

Recently uploaded (20)

The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptx
The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptxThe use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptx
The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptx
 
Applied Science: Thermodynamics, Laws & Methodology.pdf
Applied Science: Thermodynamics, Laws & Methodology.pdfApplied Science: Thermodynamics, Laws & Methodology.pdf
Applied Science: Thermodynamics, Laws & Methodology.pdf
 
20240520 Planning a Circuit Simulator in JavaScript.pptx
20240520 Planning a Circuit Simulator in JavaScript.pptx20240520 Planning a Circuit Simulator in JavaScript.pptx
20240520 Planning a Circuit Simulator in JavaScript.pptx
 
Bob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdfBob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdf
 
Medical Orthopedic PowerPoint Templates.pptx
Medical Orthopedic PowerPoint Templates.pptxMedical Orthopedic PowerPoint Templates.pptx
Medical Orthopedic PowerPoint Templates.pptx
 
The debris of the ‘last major merger’ is dynamically young
The debris of the ‘last major merger’ is dynamically youngThe debris of the ‘last major merger’ is dynamically young
The debris of the ‘last major merger’ is dynamically young
 
Phenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvementPhenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvement
 
Describing and Interpreting an Immersive Learning Case with the Immersion Cub...
Describing and Interpreting an Immersive Learning Case with the Immersion Cub...Describing and Interpreting an Immersive Learning Case with the Immersion Cub...
Describing and Interpreting an Immersive Learning Case with the Immersion Cub...
 
ESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptxESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptx
 
Randomised Optimisation Algorithms in DAPHNE
Randomised Optimisation Algorithms in DAPHNERandomised Optimisation Algorithms in DAPHNE
Randomised Optimisation Algorithms in DAPHNE
 
Immersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths ForwardImmersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths Forward
 
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
 
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốtmô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
 
Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...
 
Basics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different formsBasics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different forms
 
Deep Software Variability and Frictionless Reproducibility
Deep Software Variability and Frictionless ReproducibilityDeep Software Variability and Frictionless Reproducibility
Deep Software Variability and Frictionless Reproducibility
 
The binding of cosmological structures by massless topological defects
The binding of cosmological structures by massless topological defectsThe binding of cosmological structures by massless topological defects
The binding of cosmological structures by massless topological defects
 
Equivariant neural networks and representation theory
Equivariant neural networks and representation theoryEquivariant neural networks and representation theory
Equivariant neural networks and representation theory
 
Compexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titrationCompexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titration
 
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
 

Cloud Detection and Removal Algorithm Based on Mean and Hybrid Methods

  • 1. International Journal of Computing Algorithm, Vol 2(1), June 2013 ISSN(Print):2278-2397 Website: www.ijcoa.com Cloud Detection and Removal Algorithm Based on Mean and Hybrid Methods B.Ramesh1 , J.Satheesh Kumar2 1 Research Scholar, Department of Computer Applications, Bharathiar University, Coimbatore, India 2 Assistant Professor, Department of Computer Applications,Bharathiar University, Coimbatore, India E-mail: rameshmscss@gmail.com, jsathee@rediffmail.com Abstract Satellite images are playing a major role in region structure planning, change detection which is used in defense for protection and also used for study and analysis of geographical structures of earth and space. Clouds are challenging issue in most of the satellite imaging based applications since appearance of cloud on input image will be treated as noise. Accurate detection and removal of cloud region either from an input image or from image acquisition is an important preprocessing phase on most of the applications especially in remote sensing. Algorithms such as, Mean, Second Highest (SH) value, Modified Maximum Average (MMA) and Hybrid methods (combination of Mean and MMA) are widely in use for cloud detection and removal. The result of exiting methods shows that Mean and SH algorithm will be appreciable for removing less number of clouds which have less in brightness (low pixel values). However, MMA and Hybrid algorithms are used for removing more number of clouds in an image that have both less and high brightness (Low and High pixel values). This paper focuses new enhanced method for cloud removal. The result of proposed method shows that it is able to remove the clouds of both low and high brightness values without affecting quality of the images and it is also suitable for all types of satellite images.