SlideShare a Scribd company logo
1 of 18
Download to read offline
Keith Lohnes
Pat Ruppel
Adrian Wisernig
"
 Determine best language
  Speed
  Robustness
  Portability
  Available Libraries
  Ease of Implementation
 Experiment with different algorithms
Proto-Prototypes
"
 Java
 Tritonus
 jLayer
 jTransforms
Scratch
"
  Java
  Library for extracting features from audio files
  28 implemented features
  GUI for testing
  XML driven
  Wide Array of formats supported
jAudio
"
 C/C++
 Multimedia Fingerprinting Library
 Supports Video, Images & Audio
 GPLv3
pHash
"
Project Requirements pHash
Audio Fingerprinting Video,Image & Audio Fingerprinting
Substring Comparison Only a few seconds are needed for match
Speed C/C++
Runs on Lab Computers( Ubuntu) Open Source/Linux friendly
Confidence Level Bit Error Rate between hashes( 0-1)
Comparison
"
 Compiling code on Debian/Ubuntu
 Portability (sudo, etc)
 Library dependencies
 Developed mainly to prove thesis
 Lack of documentation
 Lack of widespread use (apt-cache rdepends
libphash0)
 Lack of C++ knowledge
There is no Silver Bullet
"
 IRC
 Stack Overflow
 Mailing list
  Discovered several bugs associated with
compilation
  Will be part of next version of pHash
But with a little help…
"
  Bash Script
  C++ File (87 lines)
Project Overview
"
Bash Script
"
C++
"
Calculate Hashes
"
Determine Match
"
Done
"
 Bark Scale - Looks only at frequencies that
humans hear
 Frame size - 0.21 seconds
 The value is based on the bark scale values of
the frame FFT spectrum
 Hash computed from temporal and spectral
differences on the bark scale.
 Compares Bit Error Rate between different
hashes, normalized for time.
Yeah but…
"
 http://www.phash.org/docs/design.html
 http://www.phash.org/docs/pubs/
thesis_zauner.pdf
Learn More
"
  Use threads to generate hashes concurrently
  Make format detection more robust
  Better way of determining % of confidence
 Refactor
Improvements
"
End
?

More Related Content

Viewers also liked

Viewers also liked (6)

Healthy christmas
Healthy christmasHealthy christmas
Healthy christmas
 
Ppp testing original
Ppp testing originalPpp testing original
Ppp testing original
 
Recruitment
RecruitmentRecruitment
Recruitment
 
Performance appraisal
Performance appraisalPerformance appraisal
Performance appraisal
 
History 3 es3 slidecast
History 3 es3 slidecastHistory 3 es3 slidecast
History 3 es3 slidecast
 
Berkeley Springs Assessment 4
Berkeley Springs Assessment 4Berkeley Springs Assessment 4
Berkeley Springs Assessment 4
 

Similar to Software Dev

ApacheCon 2021 Apache Deep Learning 302
ApacheCon 2021   Apache Deep Learning 302ApacheCon 2021   Apache Deep Learning 302
ApacheCon 2021 Apache Deep Learning 302Timothy Spann
 
Free/Open Source Software for Science & Engineering
Free/Open Source Software for Science & EngineeringFree/Open Source Software for Science & Engineering
Free/Open Source Software for Science & EngineeringKinshuk Sunil
 
Realizing the Promise of Portable Data Processing with Apache Beam
Realizing the Promise of Portable Data Processing with Apache BeamRealizing the Promise of Portable Data Processing with Apache Beam
Realizing the Promise of Portable Data Processing with Apache BeamDataWorks Summit
 
Apache Arrow -- Cross-language development platform for in-memory data
Apache Arrow -- Cross-language development platform for in-memory dataApache Arrow -- Cross-language development platform for in-memory data
Apache Arrow -- Cross-language development platform for in-memory dataWes McKinney
 
Realizing the promise of portable data processing with Apache Beam
Realizing the promise of portable data processing with Apache BeamRealizing the promise of portable data processing with Apache Beam
Realizing the promise of portable data processing with Apache BeamDataWorks Summit
 
RestMS Introduction
RestMS IntroductionRestMS Introduction
RestMS Introductionpieterh
 
ApacheCon NA 2011 report
ApacheCon NA 2011 reportApacheCon NA 2011 report
ApacheCon NA 2011 reportKoji Kawamura
 
Python Intro For Managers
Python Intro For ManagersPython Intro For Managers
Python Intro For ManagersAtul Shridhar
 
State of Crypto in Python
State of Crypto in PythonState of Crypto in Python
State of Crypto in Pythonjarito030506
 
Building Server Applications Using ObjectiveC And GNUstep
Building Server Applications Using ObjectiveC And GNUstepBuilding Server Applications Using ObjectiveC And GNUstep
Building Server Applications Using ObjectiveC And GNUstepguest9efd1a1
 
Building Server Applications Using Objective C And Gn Ustep
Building Server Applications Using Objective C And Gn UstepBuilding Server Applications Using Objective C And Gn Ustep
Building Server Applications Using Objective C And Gn Ustepwangii
 
Intro to Perfect - LA presentation
Intro to Perfect - LA presentationIntro to Perfect - LA presentation
Intro to Perfect - LA presentationTim Taplin
 
Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...
Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...
Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...Uwe Korn
 
Monitoring&Logging - Stanislav Kolenkin
Monitoring&Logging - Stanislav Kolenkin  Monitoring&Logging - Stanislav Kolenkin
Monitoring&Logging - Stanislav Kolenkin Kuberton
 
Fedora Overview
Fedora OverviewFedora Overview
Fedora Overvieweposthumus
 
Learn PERL at ASIT
Learn PERL at ASITLearn PERL at ASIT
Learn PERL at ASITASIT
 
OSDC 2014: Jordan Sissel - Find Happiness in your Logs
 OSDC 2014: Jordan Sissel - Find Happiness in your Logs OSDC 2014: Jordan Sissel - Find Happiness in your Logs
OSDC 2014: Jordan Sissel - Find Happiness in your LogsNETWAYS
 
CocoaConf: The Language of Mobile Software is APIs
CocoaConf: The Language of Mobile Software is APIsCocoaConf: The Language of Mobile Software is APIs
CocoaConf: The Language of Mobile Software is APIsTim Burks
 

Similar to Software Dev (20)

ApacheCon 2021 Apache Deep Learning 302
ApacheCon 2021   Apache Deep Learning 302ApacheCon 2021   Apache Deep Learning 302
ApacheCon 2021 Apache Deep Learning 302
 
Free/Open Source Software for Science & Engineering
Free/Open Source Software for Science & EngineeringFree/Open Source Software for Science & Engineering
Free/Open Source Software for Science & Engineering
 
Realizing the Promise of Portable Data Processing with Apache Beam
Realizing the Promise of Portable Data Processing with Apache BeamRealizing the Promise of Portable Data Processing with Apache Beam
Realizing the Promise of Portable Data Processing with Apache Beam
 
Apache Arrow -- Cross-language development platform for in-memory data
Apache Arrow -- Cross-language development platform for in-memory dataApache Arrow -- Cross-language development platform for in-memory data
Apache Arrow -- Cross-language development platform for in-memory data
 
Realizing the promise of portable data processing with Apache Beam
Realizing the promise of portable data processing with Apache BeamRealizing the promise of portable data processing with Apache Beam
Realizing the promise of portable data processing with Apache Beam
 
RestMS Introduction
RestMS IntroductionRestMS Introduction
RestMS Introduction
 
ApacheCon NA 2011 report
ApacheCon NA 2011 reportApacheCon NA 2011 report
ApacheCon NA 2011 report
 
Python Intro For Managers
Python Intro For ManagersPython Intro For Managers
Python Intro For Managers
 
State of Crypto in Python
State of Crypto in PythonState of Crypto in Python
State of Crypto in Python
 
Building Server Applications Using ObjectiveC And GNUstep
Building Server Applications Using ObjectiveC And GNUstepBuilding Server Applications Using ObjectiveC And GNUstep
Building Server Applications Using ObjectiveC And GNUstep
 
Building Server Applications Using Objective C And Gn Ustep
Building Server Applications Using Objective C And Gn UstepBuilding Server Applications Using Objective C And Gn Ustep
Building Server Applications Using Objective C And Gn Ustep
 
World of Node.JS
World of Node.JSWorld of Node.JS
World of Node.JS
 
Intro to Perfect - LA presentation
Intro to Perfect - LA presentationIntro to Perfect - LA presentation
Intro to Perfect - LA presentation
 
Libra Library OS
Libra Library OSLibra Library OS
Libra Library OS
 
Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...
Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...
Berlin Buzzwords 2019 - Taming the language border in data analytics and scie...
 
Monitoring&Logging - Stanislav Kolenkin
Monitoring&Logging - Stanislav Kolenkin  Monitoring&Logging - Stanislav Kolenkin
Monitoring&Logging - Stanislav Kolenkin
 
Fedora Overview
Fedora OverviewFedora Overview
Fedora Overview
 
Learn PERL at ASIT
Learn PERL at ASITLearn PERL at ASIT
Learn PERL at ASIT
 
OSDC 2014: Jordan Sissel - Find Happiness in your Logs
 OSDC 2014: Jordan Sissel - Find Happiness in your Logs OSDC 2014: Jordan Sissel - Find Happiness in your Logs
OSDC 2014: Jordan Sissel - Find Happiness in your Logs
 
CocoaConf: The Language of Mobile Software is APIs
CocoaConf: The Language of Mobile Software is APIsCocoaConf: The Language of Mobile Software is APIs
CocoaConf: The Language of Mobile Software is APIs
 

Recently uploaded

TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 

Recently uploaded (20)

TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 

Software Dev