SlideShare a Scribd company logo
1 of 18
ENHANCED MULTIMEDIA SEARCH Lakshman Prasad 4MC02EC032 VIII semester E&C
Multimedia Search Types: Multimedia Search ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Similarity Based Search Search   Similarity based ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
‘ Feature Vectors’ Search   Similarity based   Feature vectors ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
‘ Enhanced Multimedia Search =’ Search   Similarity based   Feature vectors   Histogram Pruning ,[object Object],[object Object],[object Object],[object Object],[object Object]
Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Time Series Active Search
Feature vector used ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Implementation details ,[object Object],[object Object],[object Object],[object Object]
Histogram Pruning Analogy ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
‘ AND’ search
Experimental results: Speed  ,[object Object],[object Object],[object Object],[object Object]
Experimental results: Accuracy ,[object Object],[object Object],[object Object],[object Object],[object Object]
Experimental results: Summary ,[object Object],[object Object]
Extensions to Algorithm ,[object Object],[object Object],[object Object]
Applications ,[object Object],[object Object],[object Object],[object Object]
Conclusion ,[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

More Related Content

What's hot

Single Electron Spin Detection Slides For Uno Interview
Single Electron Spin Detection Slides For Uno InterviewSingle Electron Spin Detection Slides For Uno Interview
Single Electron Spin Detection Slides For Uno Interview
chenhm
 

What's hot (11)

Localization Issues in a ZigBee based Internet of Things scenario
Localization Issues in a ZigBee based Internet of Things scenarioLocalization Issues in a ZigBee based Internet of Things scenario
Localization Issues in a ZigBee based Internet of Things scenario
 
IEEE 2014 JAVA NETWORKING PROJECTS Snapshot and continuous data collection in...
IEEE 2014 JAVA NETWORKING PROJECTS Snapshot and continuous data collection in...IEEE 2014 JAVA NETWORKING PROJECTS Snapshot and continuous data collection in...
IEEE 2014 JAVA NETWORKING PROJECTS Snapshot and continuous data collection in...
 
M.sc. presentation t.bagheri fashkhami
M.sc. presentation t.bagheri fashkhamiM.sc. presentation t.bagheri fashkhami
M.sc. presentation t.bagheri fashkhami
 
GAN-based statistical speech synthesis (in Japanese)
GAN-based statistical speech synthesis (in Japanese)GAN-based statistical speech synthesis (in Japanese)
GAN-based statistical speech synthesis (in Japanese)
 
Hybrid Filter Scheme for Optimizing Indoor Mobile Cooperative Tracking System
Hybrid Filter Scheme for Optimizing Indoor Mobile Cooperative Tracking SystemHybrid Filter Scheme for Optimizing Indoor Mobile Cooperative Tracking System
Hybrid Filter Scheme for Optimizing Indoor Mobile Cooperative Tracking System
 
Sparsity based Joint Direction-of-Arrival and Offset Frequency Estimator
Sparsity based Joint Direction-of-Arrival and Offset Frequency EstimatorSparsity based Joint Direction-of-Arrival and Offset Frequency Estimator
Sparsity based Joint Direction-of-Arrival and Offset Frequency Estimator
 
Encrypted Traffic Mining
Encrypted Traffic MiningEncrypted Traffic Mining
Encrypted Traffic Mining
 
F0331031037
F0331031037F0331031037
F0331031037
 
Signals and Systems
Signals and SystemsSignals and Systems
Signals and Systems
 
A Generalization of Laplace Nonnegative Matrix Factorizationand Its Multichan...
A Generalization of Laplace Nonnegative Matrix Factorizationand Its Multichan...A Generalization of Laplace Nonnegative Matrix Factorizationand Its Multichan...
A Generalization of Laplace Nonnegative Matrix Factorizationand Its Multichan...
 
Single Electron Spin Detection Slides For Uno Interview
Single Electron Spin Detection Slides For Uno InterviewSingle Electron Spin Detection Slides For Uno Interview
Single Electron Spin Detection Slides For Uno Interview
 

Viewers also liked

Lecture# 7 midi file format
Lecture#  7 midi file formatLecture#  7 midi file format
Lecture# 7 midi file format
Mr SMAK
 
Image Processing
Image ProcessingImage Processing
Image Processing
tijeel
 
Lec 17 heap data structure
Lec 17 heap data structureLec 17 heap data structure
Lec 17 heap data structure
Sajid Marwat
 

Viewers also liked (20)

Research Speech for cyber school
Research Speech for cyber schoolResearch Speech for cyber school
Research Speech for cyber school
 
21c School Libraries Leading Learning
21c School Libraries Leading Learning21c School Libraries Leading Learning
21c School Libraries Leading Learning
 
On Philippine Cyber-education Project (CEP)
On Philippine Cyber-education Project (CEP)On Philippine Cyber-education Project (CEP)
On Philippine Cyber-education Project (CEP)
 
Balanced Trees
Balanced TreesBalanced Trees
Balanced Trees
 
Red black tree
Red black treeRed black tree
Red black tree
 
Multimedia Object - Image
Multimedia Object - ImageMultimedia Object - Image
Multimedia Object - Image
 
Lecture# 7 midi file format
Lecture#  7 midi file formatLecture#  7 midi file format
Lecture# 7 midi file format
 
Red Black Trees
Red Black TreesRed Black Trees
Red Black Trees
 
Image Processing
Image ProcessingImage Processing
Image Processing
 
The MIDI Protocol - Musical Instrument Digital Interface
The MIDI Protocol - Musical Instrument Digital InterfaceThe MIDI Protocol - Musical Instrument Digital Interface
The MIDI Protocol - Musical Instrument Digital Interface
 
Chapter 2 multimedia authoring and tools
Chapter 2 multimedia authoring and toolsChapter 2 multimedia authoring and tools
Chapter 2 multimedia authoring and tools
 
Lec 17 heap data structure
Lec 17 heap data structureLec 17 heap data structure
Lec 17 heap data structure
 
multimedia technologies Introduction
multimedia technologies Introductionmultimedia technologies Introduction
multimedia technologies Introduction
 
Image processing
Image processingImage processing
Image processing
 
Speech recognition
Speech recognitionSpeech recognition
Speech recognition
 
Multimedia chapter 4
Multimedia chapter 4Multimedia chapter 4
Multimedia chapter 4
 
Technology powerpoint presentations
Technology powerpoint presentationsTechnology powerpoint presentations
Technology powerpoint presentations
 
Image processing ppt
Image processing pptImage processing ppt
Image processing ppt
 
Multimedia
MultimediaMultimedia
Multimedia
 
Digital Image Processing
Digital Image ProcessingDigital Image Processing
Digital Image Processing
 

Similar to Seminar

Environmental Sound detection Using MFCC technique
Environmental Sound detection Using MFCC techniqueEnvironmental Sound detection Using MFCC technique
Environmental Sound detection Using MFCC technique
Pankaj Kumar
 
Ijarcet vol-2-issue-4-1347-1351
Ijarcet vol-2-issue-4-1347-1351Ijarcet vol-2-issue-4-1347-1351
Ijarcet vol-2-issue-4-1347-1351
Editor IJARCET
 
Development of voice password based speaker verification system
Development of voice password based speaker verification systemDevelopment of voice password based speaker verification system
Development of voice password based speaker verification system
niranjan kumar
 
VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...
VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...
VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...
niranjan kumar
 

Similar to Seminar (20)

05 comparative study of voice print based acoustic features mfcc and lpcc
05 comparative study of voice print based acoustic features mfcc and lpcc05 comparative study of voice print based acoustic features mfcc and lpcc
05 comparative study of voice print based acoustic features mfcc and lpcc
 
Emotion Recognition based on audio signal using GFCC Extraction and BPNN Clas...
Emotion Recognition based on audio signal using GFCC Extraction and BPNN Clas...Emotion Recognition based on audio signal using GFCC Extraction and BPNN Clas...
Emotion Recognition based on audio signal using GFCC Extraction and BPNN Clas...
 
Environmental Sound detection Using MFCC technique
Environmental Sound detection Using MFCC techniqueEnvironmental Sound detection Using MFCC technique
Environmental Sound detection Using MFCC technique
 
General Kalman Filter & Speech Enhancement for Speaker Identification
General Kalman Filter & Speech Enhancement for Speaker IdentificationGeneral Kalman Filter & Speech Enhancement for Speaker Identification
General Kalman Filter & Speech Enhancement for Speaker Identification
 
Video
VideoVideo
Video
 
Fusion Approach for Robust Speaker Identification System
Fusion Approach for Robust Speaker Identification System Fusion Approach for Robust Speaker Identification System
Fusion Approach for Robust Speaker Identification System
 
Performance analysis of the convolutional recurrent neural network on acousti...
Performance analysis of the convolutional recurrent neural network on acousti...Performance analysis of the convolutional recurrent neural network on acousti...
Performance analysis of the convolutional recurrent neural network on acousti...
 
Speaker Recognition
Speaker RecognitionSpeaker Recognition
Speaker Recognition
 
DIGITAL VIDEO SOURCE IDENTIFICATION BASED ON GREEN-CHANNEL PHOTO RESPONSE NON...
DIGITAL VIDEO SOURCE IDENTIFICATION BASED ON GREEN-CHANNEL PHOTO RESPONSE NON...DIGITAL VIDEO SOURCE IDENTIFICATION BASED ON GREEN-CHANNEL PHOTO RESPONSE NON...
DIGITAL VIDEO SOURCE IDENTIFICATION BASED ON GREEN-CHANNEL PHOTO RESPONSE NON...
 
Complex Valued Long Short Term Memory Based Architecture for Frequency Domain...
Complex Valued Long Short Term Memory Based Architecture for Frequency Domain...Complex Valued Long Short Term Memory Based Architecture for Frequency Domain...
Complex Valued Long Short Term Memory Based Architecture for Frequency Domain...
 
Ijarcet vol-2-issue-4-1347-1351
Ijarcet vol-2-issue-4-1347-1351Ijarcet vol-2-issue-4-1347-1351
Ijarcet vol-2-issue-4-1347-1351
 
H43044145
H43044145H43044145
H43044145
 
NTSC Software Decoding Presentation
NTSC Software Decoding PresentationNTSC Software Decoding Presentation
NTSC Software Decoding Presentation
 
1801 1805
1801 18051801 1805
1801 1805
 
1801 1805
1801 18051801 1805
1801 1805
 
IRJET- Musical Instrument Recognition using CNN and SVM
IRJET-  	  Musical Instrument Recognition using CNN and SVMIRJET-  	  Musical Instrument Recognition using CNN and SVM
IRJET- Musical Instrument Recognition using CNN and SVM
 
Development of voice password based speaker verification system
Development of voice password based speaker verification systemDevelopment of voice password based speaker verification system
Development of voice password based speaker verification system
 
Development of voice password based speaker verification system
Development of voice password based speaker verification systemDevelopment of voice password based speaker verification system
Development of voice password based speaker verification system
 
Audio Features Based Steganography Detection in WAV File
Audio Features Based Steganography Detection in WAV FileAudio Features Based Steganography Detection in WAV File
Audio Features Based Steganography Detection in WAV File
 
VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...
VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...
VOICE PASSWORD BASED SPEAKER VERIFICATION SYSTEM USING VOWEL AND NON VOWEL RE...
 

More from Lakshman Prasad

Web Development Paradigms and djangoic approach to deal with them
Web Development Paradigms and djangoic approach to deal with themWeb Development Paradigms and djangoic approach to deal with them
Web Development Paradigms and djangoic approach to deal with them
Lakshman Prasad
 
Python Meta Classes and how django uses them
Python Meta Classes and how django uses themPython Meta Classes and how django uses them
Python Meta Classes and how django uses them
Lakshman Prasad
 

More from Lakshman Prasad (7)

Intro to Angular Directives using Interactive charting directives that use Hi...
Intro to Angular Directives using Interactive charting directives that use Hi...Intro to Angular Directives using Interactive charting directives that use Hi...
Intro to Angular Directives using Interactive charting directives that use Hi...
 
Pycon India 12
Pycon India 12Pycon India 12
Pycon India 12
 
djangoic approach to implement common web development paradigms
djangoic approach to implement common web development paradigmsdjangoic approach to implement common web development paradigms
djangoic approach to implement common web development paradigms
 
Web Development Paradigms and djangoic approach to deal with them
Web Development Paradigms and djangoic approach to deal with themWeb Development Paradigms and djangoic approach to deal with them
Web Development Paradigms and djangoic approach to deal with them
 
Building Pluggable Web Applications using Django
Building Pluggable Web Applications using DjangoBuilding Pluggable Web Applications using Django
Building Pluggable Web Applications using Django
 
Python Meta Classes and how django uses them
Python Meta Classes and how django uses themPython Meta Classes and how django uses them
Python Meta Classes and how django uses them
 
Web Development in Django
Web Development in DjangoWeb Development in Django
Web Development in Django
 

Recently uploaded

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
Safe Software
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
Joaquim Jorge
 

Recently uploaded (20)

Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
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
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
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
 
Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 

Seminar