SlideShare a Scribd company logo
Bench Marking Higuchi Fractal for CBIR
A. Suhas Rautmare, B. Anjali Bhalchandra
A. Tata Consultancy Services, Mumbai B. Govt. College of Engineering, Aurangabad
1www.icgst.com
http://www.icgst.com/paper.aspx?pid=P1151404314
Content Based Image Retrieval (CBIR) has been approached through color, shape, texture and many
other approaches. CBIR can also be approached through fractals. Fractal dimension based approach and
fractal compression based approach are two variants in this domain. The proposed work implements a
fractal dimension based approach supported by morphological operations to enhance the results. The
images under consideration are resized to 128x128. Fractals are patterns that exhibit self similarity. The
paper discusses Higuchi Fractal dimension (HFD) based approach for CBIR. HFD provides direction
dependent and direction independent analysis of the image. To enhance the results, morphological
operations have been performed. The main purpose of adopting morphological operations is to extract
image components that are useful in the representation and description of the content of image.
Morphological operations like fill Holes, clear border object and dilation of the image have been used to
enhance the results. A feature vector of the size 256, 128 for columns and 128 for rows, has been used
to identify the relevant match of the images through Euclidean distance measure. The paper establishes
a bench mark for Higuchi fractal dimension to be used for CBIR. The performance of the proposed
system is good enough in comparison with other fractal based systems to be considered as a bench
mark for using Higuchi fractal in CBIR process. The results and analysis has been presented for the
proposed approach.
2www.icgst.com
http://www.icgst.com/paper.aspx?pid=P1151404314
Bench Marking Higuchi Fractal for CBIR
Abstract
3www.icgst.com
Dr. Anjali Bhalchandra has received B.E. (Electronics & Telecommunica-tion), M.E.
(Electronics), Ph.D. (Electronics)from SGGS college of engineering, Nanded,
Maharashtra, India. She is in the field of Engineering Education for last 29 years.
Currently she is working as Head of E & T/C Dept. at GEC, Aurangabad (An
Autonomous Institute of Govt. of India). Her research interests are in the area of
image and signal processing with special focus on segmentation, CBIR techniques and
Blind signal processing. She has more than 50 publications to her credit published at
various international Journals, conferences and seminars. She has delivered several
lectures on Image processing in Universities of India
Government Engineering College Osmanpura
http://www.geca.ac.in/
4www.icgst.com
Suhas S. Rautmare has received B.E.(Elect and Telecomm) degree from Marathwada
University and M. Tech. (EDT) from CEDT. He is currently working with Tata
Consultancy Services, Mumbai. He is research scholar at Govt. College of Engineering,
Aurangabad. His areas of interest and research are image processing, information
security and automation.
Government Engineering College Osmanpura
http://www.geca.ac.in/
5
5

More Related Content

What's hot

MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATIONMULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
gerogepatton
 
Multi Label Spatial Semi Supervised Classification using Spatial Associative ...
Multi Label Spatial Semi Supervised Classification using Spatial Associative ...Multi Label Spatial Semi Supervised Classification using Spatial Associative ...
Multi Label Spatial Semi Supervised Classification using Spatial Associative ...
cscpconf
 
A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...
A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...
A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...
ijsrd.com
 
Collaborative semantic annotation of images ontology based model
Collaborative semantic annotation of images ontology based modelCollaborative semantic annotation of images ontology based model
Collaborative semantic annotation of images ontology based model
sipij
 
Q-Learnıng Based Real Tıme Path Plannıng for Mobıle Robots
Q-Learnıng Based Real Tıme Path Plannıng for Mobıle RobotsQ-Learnıng Based Real Tıme Path Plannıng for Mobıle Robots
Q-Learnıng Based Real Tıme Path Plannıng for Mobıle Robots
ijtsrd
 
A case study in computer
A case study in computerA case study in computer
A case study in computer
csandit
 
IRJET- The Machine Learning: The method of Artificial Intelligence
IRJET- The Machine Learning: The method of Artificial IntelligenceIRJET- The Machine Learning: The method of Artificial Intelligence
IRJET- The Machine Learning: The method of Artificial Intelligence
IRJET Journal
 
Facial image retrieval on semantic features using adaptive mean genetic algor...
Facial image retrieval on semantic features using adaptive mean genetic algor...Facial image retrieval on semantic features using adaptive mean genetic algor...
Facial image retrieval on semantic features using adaptive mean genetic algor...
TELKOMNIKA JOURNAL
 
Using ID3 Decision Tree Algorithm to the Student Grade Analysis and Prediction
Using ID3 Decision Tree Algorithm to the Student Grade Analysis and PredictionUsing ID3 Decision Tree Algorithm to the Student Grade Analysis and Prediction
Using ID3 Decision Tree Algorithm to the Student Grade Analysis and Prediction
ijtsrd
 
Mansoor.K
Mansoor.KMansoor.K
Mansoor.K
Mansoor K
 
A Fast and Accurate Palmprint Identification System based on Consistency Orie...
A Fast and Accurate Palmprint Identification System based on Consistency Orie...A Fast and Accurate Palmprint Identification System based on Consistency Orie...
A Fast and Accurate Palmprint Identification System based on Consistency Orie...
IJTET Journal
 
Google Site Simulations and DCP activities
Google Site Simulations and DCP activitiesGoogle Site Simulations and DCP activities
Google Site Simulations and DCP activities
jghopwood
 
IRJET- Class Attendance using Face Detection and Recognition with OPENCV
IRJET- Class Attendance using Face Detection and Recognition with OPENCVIRJET- Class Attendance using Face Detection and Recognition with OPENCV
IRJET- Class Attendance using Face Detection and Recognition with OPENCV
IRJET Journal
 
C0441216
C0441216C0441216
C0441216
IJERA Editor
 
Design of an Effective Method for Image Retrieval
Design of an Effective Method for Image RetrievalDesign of an Effective Method for Image Retrieval
Design of an Effective Method for Image Retrieval
AM Publications
 
Cv monu
Cv monuCv monu
Cv monu
MONU AGARWAL
 
Ijetcas14 314
Ijetcas14 314Ijetcas14 314
Ijetcas14 314
Iasir Journals
 
Color Image Segmentation Technique Using “Natural Grouping” of Pixels
Color Image Segmentation Technique Using “Natural Grouping” of PixelsColor Image Segmentation Technique Using “Natural Grouping” of Pixels
Color Image Segmentation Technique Using “Natural Grouping” of Pixels
CSCJournals
 
Resume
ResumeResume
Resume
Harshit Omer
 
Cc31331335
Cc31331335Cc31331335
Cc31331335
IJMER
 

What's hot (20)

MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATIONMULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
 
Multi Label Spatial Semi Supervised Classification using Spatial Associative ...
Multi Label Spatial Semi Supervised Classification using Spatial Associative ...Multi Label Spatial Semi Supervised Classification using Spatial Associative ...
Multi Label Spatial Semi Supervised Classification using Spatial Associative ...
 
A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...
A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...
A Novel Approach of Fuzzy Based Semi-Automatic Annotation for Similar Facial ...
 
Collaborative semantic annotation of images ontology based model
Collaborative semantic annotation of images ontology based modelCollaborative semantic annotation of images ontology based model
Collaborative semantic annotation of images ontology based model
 
Q-Learnıng Based Real Tıme Path Plannıng for Mobıle Robots
Q-Learnıng Based Real Tıme Path Plannıng for Mobıle RobotsQ-Learnıng Based Real Tıme Path Plannıng for Mobıle Robots
Q-Learnıng Based Real Tıme Path Plannıng for Mobıle Robots
 
A case study in computer
A case study in computerA case study in computer
A case study in computer
 
IRJET- The Machine Learning: The method of Artificial Intelligence
IRJET- The Machine Learning: The method of Artificial IntelligenceIRJET- The Machine Learning: The method of Artificial Intelligence
IRJET- The Machine Learning: The method of Artificial Intelligence
 
Facial image retrieval on semantic features using adaptive mean genetic algor...
Facial image retrieval on semantic features using adaptive mean genetic algor...Facial image retrieval on semantic features using adaptive mean genetic algor...
Facial image retrieval on semantic features using adaptive mean genetic algor...
 
Using ID3 Decision Tree Algorithm to the Student Grade Analysis and Prediction
Using ID3 Decision Tree Algorithm to the Student Grade Analysis and PredictionUsing ID3 Decision Tree Algorithm to the Student Grade Analysis and Prediction
Using ID3 Decision Tree Algorithm to the Student Grade Analysis and Prediction
 
Mansoor.K
Mansoor.KMansoor.K
Mansoor.K
 
A Fast and Accurate Palmprint Identification System based on Consistency Orie...
A Fast and Accurate Palmprint Identification System based on Consistency Orie...A Fast and Accurate Palmprint Identification System based on Consistency Orie...
A Fast and Accurate Palmprint Identification System based on Consistency Orie...
 
Google Site Simulations and DCP activities
Google Site Simulations and DCP activitiesGoogle Site Simulations and DCP activities
Google Site Simulations and DCP activities
 
IRJET- Class Attendance using Face Detection and Recognition with OPENCV
IRJET- Class Attendance using Face Detection and Recognition with OPENCVIRJET- Class Attendance using Face Detection and Recognition with OPENCV
IRJET- Class Attendance using Face Detection and Recognition with OPENCV
 
C0441216
C0441216C0441216
C0441216
 
Design of an Effective Method for Image Retrieval
Design of an Effective Method for Image RetrievalDesign of an Effective Method for Image Retrieval
Design of an Effective Method for Image Retrieval
 
Cv monu
Cv monuCv monu
Cv monu
 
Ijetcas14 314
Ijetcas14 314Ijetcas14 314
Ijetcas14 314
 
Color Image Segmentation Technique Using “Natural Grouping” of Pixels
Color Image Segmentation Technique Using “Natural Grouping” of PixelsColor Image Segmentation Technique Using “Natural Grouping” of Pixels
Color Image Segmentation Technique Using “Natural Grouping” of Pixels
 
Resume
ResumeResume
Resume
 
Cc31331335
Cc31331335Cc31331335
Cc31331335
 

Viewers also liked

P1111318274
P1111318274P1111318274
P1111318274
Ashraf Aboshosha
 
P1151442347
P1151442347P1151442347
P1151442347
Ashraf Aboshosha
 
P1151420328
P1151420328P1151420328
P1151420328
Ashraf Aboshosha
 
Ssp notes
Ssp notesSsp notes
Ssp notes
balu902
 
Can zam
Can zamCan zam
Reggae
ReggaeReggae
Reggae
gzorskas
 
Ina
InaIna
P1111149078
P1111149078P1111149078
P1111149078
Ashraf Aboshosha
 
E.C.G. Part 1
E.C.G. Part 1E.C.G. Part 1
E.C.G. Part 1
Pk Doctors
 
PHP from soup to nuts Course Deck
PHP from soup to nuts Course DeckPHP from soup to nuts Course Deck
PHP from soup to nuts Course Deck
rICh morrow
 
P1111214158
P1111214158P1111214158
P1111214158
Ashraf Aboshosha
 
Indexed db
Indexed dbIndexed db
Indexed db
Martin Giger
 
Moonupdated
MoonupdatedMoonupdated
Moonupdated
Chad
 
Hosted Virtualization
Hosted VirtualizationHosted Virtualization
Hosted Virtualization
jayallen77
 
M.sc. m kamel
M.sc. m kamelM.sc. m kamel
M.sc. m kamel
Ashraf Aboshosha
 
Market based cash balance plans
Market based cash balance plansMarket based cash balance plans
Market based cash balance plans
Jim van Iwaarden
 
Case Study: ABS OAM
Case Study: ABS OAMCase Study: ABS OAM
Case Study: ABS OAM
jayallen77
 
会议纪要的概念、格式和写法
会议纪要的概念、格式和写法会议纪要的概念、格式和写法
会议纪要的概念、格式和写法xiaoyun liang
 
Hall of fame april 2011
Hall of fame april 2011Hall of fame april 2011
Hall of fame april 2011
samsungmena
 

Viewers also liked (20)

P1111318274
P1111318274P1111318274
P1111318274
 
P1151442347
P1151442347P1151442347
P1151442347
 
P1151420328
P1151420328P1151420328
P1151420328
 
Ssp notes
Ssp notesSsp notes
Ssp notes
 
Can zam
Can zamCan zam
Can zam
 
Reggae
ReggaeReggae
Reggae
 
Ina
InaIna
Ina
 
P1111149078
P1111149078P1111149078
P1111149078
 
E.C.G. Part 1
E.C.G. Part 1E.C.G. Part 1
E.C.G. Part 1
 
PHP from soup to nuts Course Deck
PHP from soup to nuts Course DeckPHP from soup to nuts Course Deck
PHP from soup to nuts Course Deck
 
opendatahub team
opendatahub teamopendatahub team
opendatahub team
 
P1111214158
P1111214158P1111214158
P1111214158
 
Indexed db
Indexed dbIndexed db
Indexed db
 
Moonupdated
MoonupdatedMoonupdated
Moonupdated
 
Hosted Virtualization
Hosted VirtualizationHosted Virtualization
Hosted Virtualization
 
M.sc. m kamel
M.sc. m kamelM.sc. m kamel
M.sc. m kamel
 
Market based cash balance plans
Market based cash balance plansMarket based cash balance plans
Market based cash balance plans
 
Case Study: ABS OAM
Case Study: ABS OAMCase Study: ABS OAM
Case Study: ABS OAM
 
会议纪要的概念、格式和写法
会议纪要的概念、格式和写法会议纪要的概念、格式和写法
会议纪要的概念、格式和写法
 
Hall of fame april 2011
Hall of fame april 2011Hall of fame april 2011
Hall of fame april 2011
 

Similar to P1151404314

P1151442348
P1151442348P1151442348
P1151442348
Ashraf Aboshosha
 
Image Features Matching and Classification Using Machine Learning
Image Features Matching and Classification Using Machine LearningImage Features Matching and Classification Using Machine Learning
Image Features Matching and Classification Using Machine Learning
IRJET Journal
 
CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...
CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...
CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...
IRJET Journal
 
A Review on Geometrical Analysis in Character Recognition
A Review on Geometrical Analysis in Character RecognitionA Review on Geometrical Analysis in Character Recognition
A Review on Geometrical Analysis in Character Recognition
iosrjce
 
I017256165
I017256165I017256165
I017256165
IOSR Journals
 
P1151418327
P1151418327P1151418327
P1151418327
Ashraf Aboshosha
 
P1151423331
P1151423331P1151423331
P1151423331
Ashraf Aboshosha
 
IRJET- Shape based Image Classification using Geometric ­–Properties
IRJET-  	  Shape based Image Classification using Geometric ­–PropertiesIRJET-  	  Shape based Image Classification using Geometric ­–Properties
IRJET- Shape based Image Classification using Geometric ­–Properties
IRJET Journal
 
A simplified and novel technique to retrieve color images from hand-drawn sk...
A simplified and novel technique to retrieve color images from  hand-drawn sk...A simplified and novel technique to retrieve color images from  hand-drawn sk...
A simplified and novel technique to retrieve color images from hand-drawn sk...
IJECEIAES
 
Face Recognition Smart Attendance System: (InClass System)
Face Recognition Smart Attendance System: (InClass System)Face Recognition Smart Attendance System: (InClass System)
Face Recognition Smart Attendance System: (InClass System)
IRJET Journal
 
P1151424332
P1151424332P1151424332
P1151424332
Ashraf Aboshosha
 
IRJET- Brain Tumour Detection and ART Classification Technique in MR Brai...
IRJET-  	  Brain Tumour Detection and ART Classification Technique in MR Brai...IRJET-  	  Brain Tumour Detection and ART Classification Technique in MR Brai...
IRJET- Brain Tumour Detection and ART Classification Technique in MR Brai...
IRJET Journal
 
https://uii.io/0hIB
https://uii.io/0hIBhttps://uii.io/0hIB
https://uii.io/0hIB
moemi1
 
10.1.1.432.9149
10.1.1.432.914910.1.1.432.9149
10.1.1.432.9149
moemi1
 
10.1.1.432.9149.pdf
10.1.1.432.9149.pdf10.1.1.432.9149.pdf
10.1.1.432.9149.pdf
moemi1
 
A modified fractal texture image analysis based on grayscale morphology for m...
A modified fractal texture image analysis based on grayscale morphology for m...A modified fractal texture image analysis based on grayscale morphology for m...
A modified fractal texture image analysis based on grayscale morphology for m...
nooriasukmaningtyas
 
Face Recognition Technique using ICA and LBPH
Face Recognition Technique using ICA and LBPHFace Recognition Technique using ICA and LBPH
Face Recognition Technique using ICA and LBPH
IRJET Journal
 
IRJET - Simulation of Colour Image Processing Techniques on VHDL
IRJET - Simulation of Colour Image Processing Techniques on VHDLIRJET - Simulation of Colour Image Processing Techniques on VHDL
IRJET - Simulation of Colour Image Processing Techniques on VHDL
IRJET Journal
 
A Review of Feature Extraction Techniques for CBIR based on SVM
A Review of Feature Extraction Techniques for CBIR based on SVMA Review of Feature Extraction Techniques for CBIR based on SVM
A Review of Feature Extraction Techniques for CBIR based on SVM
IJEEE
 
International Journal of Image Processing (IJIP) Volume (3) Issue (6)
International Journal of Image Processing (IJIP) Volume (3) Issue (6)International Journal of Image Processing (IJIP) Volume (3) Issue (6)
International Journal of Image Processing (IJIP) Volume (3) Issue (6)
CSCJournals
 

Similar to P1151404314 (20)

P1151442348
P1151442348P1151442348
P1151442348
 
Image Features Matching and Classification Using Machine Learning
Image Features Matching and Classification Using Machine LearningImage Features Matching and Classification Using Machine Learning
Image Features Matching and Classification Using Machine Learning
 
CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...
CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...
CBIR Processing Approach on Colored and Texture Images using KNN Classifier a...
 
A Review on Geometrical Analysis in Character Recognition
A Review on Geometrical Analysis in Character RecognitionA Review on Geometrical Analysis in Character Recognition
A Review on Geometrical Analysis in Character Recognition
 
I017256165
I017256165I017256165
I017256165
 
P1151418327
P1151418327P1151418327
P1151418327
 
P1151423331
P1151423331P1151423331
P1151423331
 
IRJET- Shape based Image Classification using Geometric ­–Properties
IRJET-  	  Shape based Image Classification using Geometric ­–PropertiesIRJET-  	  Shape based Image Classification using Geometric ­–Properties
IRJET- Shape based Image Classification using Geometric ­–Properties
 
A simplified and novel technique to retrieve color images from hand-drawn sk...
A simplified and novel technique to retrieve color images from  hand-drawn sk...A simplified and novel technique to retrieve color images from  hand-drawn sk...
A simplified and novel technique to retrieve color images from hand-drawn sk...
 
Face Recognition Smart Attendance System: (InClass System)
Face Recognition Smart Attendance System: (InClass System)Face Recognition Smart Attendance System: (InClass System)
Face Recognition Smart Attendance System: (InClass System)
 
P1151424332
P1151424332P1151424332
P1151424332
 
IRJET- Brain Tumour Detection and ART Classification Technique in MR Brai...
IRJET-  	  Brain Tumour Detection and ART Classification Technique in MR Brai...IRJET-  	  Brain Tumour Detection and ART Classification Technique in MR Brai...
IRJET- Brain Tumour Detection and ART Classification Technique in MR Brai...
 
https://uii.io/0hIB
https://uii.io/0hIBhttps://uii.io/0hIB
https://uii.io/0hIB
 
10.1.1.432.9149
10.1.1.432.914910.1.1.432.9149
10.1.1.432.9149
 
10.1.1.432.9149.pdf
10.1.1.432.9149.pdf10.1.1.432.9149.pdf
10.1.1.432.9149.pdf
 
A modified fractal texture image analysis based on grayscale morphology for m...
A modified fractal texture image analysis based on grayscale morphology for m...A modified fractal texture image analysis based on grayscale morphology for m...
A modified fractal texture image analysis based on grayscale morphology for m...
 
Face Recognition Technique using ICA and LBPH
Face Recognition Technique using ICA and LBPHFace Recognition Technique using ICA and LBPH
Face Recognition Technique using ICA and LBPH
 
IRJET - Simulation of Colour Image Processing Techniques on VHDL
IRJET - Simulation of Colour Image Processing Techniques on VHDLIRJET - Simulation of Colour Image Processing Techniques on VHDL
IRJET - Simulation of Colour Image Processing Techniques on VHDL
 
A Review of Feature Extraction Techniques for CBIR based on SVM
A Review of Feature Extraction Techniques for CBIR based on SVMA Review of Feature Extraction Techniques for CBIR based on SVM
A Review of Feature Extraction Techniques for CBIR based on SVM
 
International Journal of Image Processing (IJIP) Volume (3) Issue (6)
International Journal of Image Processing (IJIP) Volume (3) Issue (6)International Journal of Image Processing (IJIP) Volume (3) Issue (6)
International Journal of Image Processing (IJIP) Volume (3) Issue (6)
 

More from Ashraf Aboshosha

P1151351311
P1151351311P1151351311
P1151351311
Ashraf Aboshosha
 
P1151345302
P1151345302P1151345302
P1151345302
Ashraf Aboshosha
 
P1121352313
P1121352313P1121352313
P1121352313
Ashraf Aboshosha
 
P1121340296
P1121340296P1121340296
P1121340296
Ashraf Aboshosha
 
P1121340294
P1121340294P1121340294
P1121340294
Ashraf Aboshosha
 
P1121327289
P1121327289P1121327289
P1121327289
Ashraf Aboshosha
 
P1151439345
P1151439345P1151439345
P1151439345
Ashraf Aboshosha
 
P1111351312
P1111351312P1111351312
P1111351312
Ashraf Aboshosha
 
P1111444352
P1111444352P1111444352
P1111444352
Ashraf Aboshosha
 
P1111440346
P1111440346P1111440346
P1111440346
Ashraf Aboshosha
 
P1111431335
P1111431335P1111431335
P1111431335
Ashraf Aboshosha
 
P1111410320
P1111410320P1111410320
P1111410320
Ashraf Aboshosha
 
P1111410321
P1111410321P1111410321
P1111410321
Ashraf Aboshosha
 
P1111350310
P1111350310P1111350310
P1111350310
Ashraf Aboshosha
 
P1111348307
P1111348307P1111348307
P1111348307
Ashraf Aboshosha
 
P1111343299
P1111343299P1111343299
P1111343299
Ashraf Aboshosha
 
P1111338292
P1111338292P1111338292
P1111338292
Ashraf Aboshosha
 
P1121104485
P1121104485P1121104485
P1121104485
Ashraf Aboshosha
 
P1141218183
P1141218183P1141218183
P1141218183
Ashraf Aboshosha
 
P1121138815
P1121138815P1121138815
P1121138815
Ashraf Aboshosha
 

More from Ashraf Aboshosha (20)

P1151351311
P1151351311P1151351311
P1151351311
 
P1151345302
P1151345302P1151345302
P1151345302
 
P1121352313
P1121352313P1121352313
P1121352313
 
P1121340296
P1121340296P1121340296
P1121340296
 
P1121340294
P1121340294P1121340294
P1121340294
 
P1121327289
P1121327289P1121327289
P1121327289
 
P1151439345
P1151439345P1151439345
P1151439345
 
P1111351312
P1111351312P1111351312
P1111351312
 
P1111444352
P1111444352P1111444352
P1111444352
 
P1111440346
P1111440346P1111440346
P1111440346
 
P1111431335
P1111431335P1111431335
P1111431335
 
P1111410320
P1111410320P1111410320
P1111410320
 
P1111410321
P1111410321P1111410321
P1111410321
 
P1111350310
P1111350310P1111350310
P1111350310
 
P1111348307
P1111348307P1111348307
P1111348307
 
P1111343299
P1111343299P1111343299
P1111343299
 
P1111338292
P1111338292P1111338292
P1111338292
 
P1121104485
P1121104485P1121104485
P1121104485
 
P1141218183
P1141218183P1141218183
P1141218183
 
P1121138815
P1121138815P1121138815
P1121138815
 

Recently uploaded

Object Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOADObject Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOAD
PreethaV16
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
Anant Corporation
 
一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理
一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理
一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理
ecqow
 
CEC 352 - SATELLITE COMMUNICATION UNIT 1
CEC 352 - SATELLITE COMMUNICATION UNIT 1CEC 352 - SATELLITE COMMUNICATION UNIT 1
CEC 352 - SATELLITE COMMUNICATION UNIT 1
PKavitha10
 
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
shadow0702a
 
AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...
AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...
AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...
Paris Salesforce Developer Group
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理
一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理
一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理
nedcocy
 
AI for Legal Research with applications, tools
AI for Legal Research with applications, toolsAI for Legal Research with applications, tools
AI for Legal Research with applications, tools
mahaffeycheryld
 
Software Engineering and Project Management - Introduction, Modeling Concepts...
Software Engineering and Project Management - Introduction, Modeling Concepts...Software Engineering and Project Management - Introduction, Modeling Concepts...
Software Engineering and Project Management - Introduction, Modeling Concepts...
Prakhyath Rai
 
Curve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods RegressionCurve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods Regression
Nada Hikmah
 
Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...
Prakhyath Rai
 
Null Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAMNull Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAM
Divyanshu
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
IJECEIAES
 
ITSM Integration with MuleSoft.pptx
ITSM  Integration with MuleSoft.pptxITSM  Integration with MuleSoft.pptx
ITSM Integration with MuleSoft.pptx
VANDANAMOHANGOUDA
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
MDSABBIROJJAMANPAYEL
 
Mechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdfMechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdf
21UME003TUSHARDEB
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf
Yasser Mahgoub
 

Recently uploaded (20)

Object Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOADObject Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOAD
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
 
一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理
一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理
一比一原版(CalArts毕业证)加利福尼亚艺术学院毕业证如何办理
 
CEC 352 - SATELLITE COMMUNICATION UNIT 1
CEC 352 - SATELLITE COMMUNICATION UNIT 1CEC 352 - SATELLITE COMMUNICATION UNIT 1
CEC 352 - SATELLITE COMMUNICATION UNIT 1
 
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
 
AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...
AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...
AI + Data Community Tour - Build the Next Generation of Apps with the Einstei...
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理
一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理
一比一原版(爱大毕业证书)爱荷华大学毕业证如何办理
 
AI for Legal Research with applications, tools
AI for Legal Research with applications, toolsAI for Legal Research with applications, tools
AI for Legal Research with applications, tools
 
Software Engineering and Project Management - Introduction, Modeling Concepts...
Software Engineering and Project Management - Introduction, Modeling Concepts...Software Engineering and Project Management - Introduction, Modeling Concepts...
Software Engineering and Project Management - Introduction, Modeling Concepts...
 
Curve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods RegressionCurve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods Regression
 
Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...
 
Null Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAMNull Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAM
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
 
ITSM Integration with MuleSoft.pptx
ITSM  Integration with MuleSoft.pptxITSM  Integration with MuleSoft.pptx
ITSM Integration with MuleSoft.pptx
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
 
Mechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdfMechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdf
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 08 Doors and Windows.pdf
 

P1151404314

  • 1. Bench Marking Higuchi Fractal for CBIR A. Suhas Rautmare, B. Anjali Bhalchandra A. Tata Consultancy Services, Mumbai B. Govt. College of Engineering, Aurangabad 1www.icgst.com http://www.icgst.com/paper.aspx?pid=P1151404314
  • 2. Content Based Image Retrieval (CBIR) has been approached through color, shape, texture and many other approaches. CBIR can also be approached through fractals. Fractal dimension based approach and fractal compression based approach are two variants in this domain. The proposed work implements a fractal dimension based approach supported by morphological operations to enhance the results. The images under consideration are resized to 128x128. Fractals are patterns that exhibit self similarity. The paper discusses Higuchi Fractal dimension (HFD) based approach for CBIR. HFD provides direction dependent and direction independent analysis of the image. To enhance the results, morphological operations have been performed. The main purpose of adopting morphological operations is to extract image components that are useful in the representation and description of the content of image. Morphological operations like fill Holes, clear border object and dilation of the image have been used to enhance the results. A feature vector of the size 256, 128 for columns and 128 for rows, has been used to identify the relevant match of the images through Euclidean distance measure. The paper establishes a bench mark for Higuchi fractal dimension to be used for CBIR. The performance of the proposed system is good enough in comparison with other fractal based systems to be considered as a bench mark for using Higuchi fractal in CBIR process. The results and analysis has been presented for the proposed approach. 2www.icgst.com http://www.icgst.com/paper.aspx?pid=P1151404314 Bench Marking Higuchi Fractal for CBIR Abstract
  • 3. 3www.icgst.com Dr. Anjali Bhalchandra has received B.E. (Electronics & Telecommunica-tion), M.E. (Electronics), Ph.D. (Electronics)from SGGS college of engineering, Nanded, Maharashtra, India. She is in the field of Engineering Education for last 29 years. Currently she is working as Head of E & T/C Dept. at GEC, Aurangabad (An Autonomous Institute of Govt. of India). Her research interests are in the area of image and signal processing with special focus on segmentation, CBIR techniques and Blind signal processing. She has more than 50 publications to her credit published at various international Journals, conferences and seminars. She has delivered several lectures on Image processing in Universities of India Government Engineering College Osmanpura http://www.geca.ac.in/
  • 4. 4www.icgst.com Suhas S. Rautmare has received B.E.(Elect and Telecomm) degree from Marathwada University and M. Tech. (EDT) from CEDT. He is currently working with Tata Consultancy Services, Mumbai. He is research scholar at Govt. College of Engineering, Aurangabad. His areas of interest and research are image processing, information security and automation. Government Engineering College Osmanpura http://www.geca.ac.in/
  • 5. 5
  • 6. 5