SlideShare a Scribd company logo
Image Enhancement and OCR Niall Anderson, The British Library, 12 July 2010
What is Image Enhancement? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Example of an enhanced image Warped Dewarped
Why Image Enhancement? ,[object Object],[object Object],[object Object]
OCR and Image Enhancement ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
IMPACT Image Enhancement toolkit
Types of image enhancement in toolkit ,[object Object]
Types of image enhancement in toolkit  ,[object Object]
Types of image enhancement in toolkit ,[object Object]
Types of Image Enhancement in toolkit ,[object Object]
Using the IMPACT Image Enhancement toolkit - 1 ,[object Object]
Using the IMPACT Image Enhancement toolkit - 2 ,[object Object]
Using the IMPACT Image Enhancement toolkit - 3 ,[object Object]
Using the IMPACT Image Enhancement toolkit - 4 ,[object Object]
Using the IMPACT Image Enhancement toolkit - 5 ,[object Object]
Using the IMPACT Image Enhancement toolkit - 6 ,[object Object]
Using the IMPACT Image Enhancement toolkit - 7 ,[object Object]
Indicative results – Border Removal 22383 images to  test border removal BL: 7%  BNE: 34% BNF: 34%  BSB:  11% JSI: 6%  NLB: 2% ONB: 6% Only images with borders 38718 images to  test border removal BL: 9%  BNE: 29% BNF: 32%  BSB:  12% JSI: 11%  NLB: 2% ONB: 5%
Indicative results – Page splitting 458 images from BNF to  test page split 3009 images to  test page split BL:  72%  BSB:  10% JSI:  18%
Indicative results - Dewarping IMPACT Page Curl Correction v.4 87.78% (81.98% only coarse correction) BookRestorer 80.87%
Research and references ,[object Object],[object Object],[object Object]
[object Object]

More Related Content

Viewers also liked

BL Demo Day - July2011 - (4) OCR for IMPACT Part 1
BL Demo Day - July2011 - (4) OCR for IMPACT Part 1BL Demo Day - July2011 - (4) OCR for IMPACT Part 1
BL Demo Day - July2011 - (4) OCR for IMPACT Part 1
IMPACT Centre of Competence
 
IMPACT Final Conference - Katrien Depuydt
IMPACT Final Conference - Katrien DepuydtIMPACT Final Conference - Katrien Depuydt
IMPACT Final Conference - Katrien Depuydt
IMPACT Centre of Competence
 
BVC - Semantic Web - ICoC
BVC - Semantic Web - ICoCBVC - Semantic Web - ICoC
BVC - Semantic Web - ICoC
IMPACT Centre of Competence
 
Libnova ICoC
Libnova ICoCLibnova ICoC
KU Leuven - Words and numbers - ICoC
KU Leuven - Words and numbers - ICoCKU Leuven - Words and numbers - ICoC
KU Leuven - Words and numbers - ICoC
IMPACT Centre of Competence
 
UA - GT Aligner - ICoC
UA - GT Aligner - ICoCUA - GT Aligner - ICoC
UA - GT Aligner - ICoC
IMPACT Centre of Competence
 
BIT Alpha - ICoC
BIT Alpha - ICoCBIT Alpha - ICoC
BIT Alpha - ICoC
IMPACT Centre of Competence
 
IMPACT Final Conference - Ulrich Reffle
IMPACT Final Conference - Ulrich ReffleIMPACT Final Conference - Ulrich Reffle
IMPACT Final Conference - Ulrich Reffle
IMPACT Centre of Competence
 
IMPACT Final Conference - Stefan Pletschacher
IMPACT Final Conference - Stefan PletschacherIMPACT Final Conference - Stefan Pletschacher
IMPACT Final Conference - Stefan Pletschacher
IMPACT Centre of Competence
 
IMPACT Final Conference - Jesse de Does
IMPACT Final Conference - Jesse de DoesIMPACT Final Conference - Jesse de Does
IMPACT Final Conference - Jesse de Does
IMPACT Centre of Competence
 
ICoC - Management report 2014-2015
ICoC - Management report 2014-2015ICoC - Management report 2014-2015
ICoC - Management report 2014-2015
IMPACT Centre of Competence
 
OCR Sociology Handout
OCR Sociology HandoutOCR Sociology Handout
OCR Sociology Handout
British Sociological Association
 
How To Embed SlideShare Shows Into WordPress.com
How To Embed SlideShare Shows Into WordPress.comHow To Embed SlideShare Shows Into WordPress.com
How To Embed SlideShare Shows Into WordPress.comKathy Gill
 
26 Time Management Hacks I Wish I'd Known at 20
26 Time Management Hacks I Wish I'd Known at 2026 Time Management Hacks I Wish I'd Known at 20
26 Time Management Hacks I Wish I'd Known at 20
Étienne Garbugli
 
State of the Word 2011
State of the Word 2011State of the Word 2011
State of the Word 2011
photomatt
 

Viewers also liked (15)

BL Demo Day - July2011 - (4) OCR for IMPACT Part 1
BL Demo Day - July2011 - (4) OCR for IMPACT Part 1BL Demo Day - July2011 - (4) OCR for IMPACT Part 1
BL Demo Day - July2011 - (4) OCR for IMPACT Part 1
 
IMPACT Final Conference - Katrien Depuydt
IMPACT Final Conference - Katrien DepuydtIMPACT Final Conference - Katrien Depuydt
IMPACT Final Conference - Katrien Depuydt
 
BVC - Semantic Web - ICoC
BVC - Semantic Web - ICoCBVC - Semantic Web - ICoC
BVC - Semantic Web - ICoC
 
Libnova ICoC
Libnova ICoCLibnova ICoC
Libnova ICoC
 
KU Leuven - Words and numbers - ICoC
KU Leuven - Words and numbers - ICoCKU Leuven - Words and numbers - ICoC
KU Leuven - Words and numbers - ICoC
 
UA - GT Aligner - ICoC
UA - GT Aligner - ICoCUA - GT Aligner - ICoC
UA - GT Aligner - ICoC
 
BIT Alpha - ICoC
BIT Alpha - ICoCBIT Alpha - ICoC
BIT Alpha - ICoC
 
IMPACT Final Conference - Ulrich Reffle
IMPACT Final Conference - Ulrich ReffleIMPACT Final Conference - Ulrich Reffle
IMPACT Final Conference - Ulrich Reffle
 
IMPACT Final Conference - Stefan Pletschacher
IMPACT Final Conference - Stefan PletschacherIMPACT Final Conference - Stefan Pletschacher
IMPACT Final Conference - Stefan Pletschacher
 
IMPACT Final Conference - Jesse de Does
IMPACT Final Conference - Jesse de DoesIMPACT Final Conference - Jesse de Does
IMPACT Final Conference - Jesse de Does
 
ICoC - Management report 2014-2015
ICoC - Management report 2014-2015ICoC - Management report 2014-2015
ICoC - Management report 2014-2015
 
OCR Sociology Handout
OCR Sociology HandoutOCR Sociology Handout
OCR Sociology Handout
 
How To Embed SlideShare Shows Into WordPress.com
How To Embed SlideShare Shows Into WordPress.comHow To Embed SlideShare Shows Into WordPress.com
How To Embed SlideShare Shows Into WordPress.com
 
26 Time Management Hacks I Wish I'd Known at 20
26 Time Management Hacks I Wish I'd Known at 2026 Time Management Hacks I Wish I'd Known at 20
26 Time Management Hacks I Wish I'd Known at 20
 
State of the Word 2011
State of the Word 2011State of the Word 2011
State of the Word 2011
 

Similar to BL Demo Day - July2011 - (3) Image Enhancement for OCR

image compression using matlab project report
image compression  using matlab project reportimage compression  using matlab project report
image compression using matlab project report
kgaurav113
 
Video and Image Processing for Finding Paint Defects using BeagleBone Black
Video and Image Processing for Finding Paint Defects using BeagleBone BlackVideo and Image Processing for Finding Paint Defects using BeagleBone Black
Video and Image Processing for Finding Paint Defects using BeagleBone Black
IRJET Journal
 
De-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image ProcessingDe-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image Processing
IRJET Journal
 
De-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image ProcessingDe-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image Processing
IRJET Journal
 
International Journal of Computational Engineering Research(IJCER)
 International Journal of Computational Engineering Research(IJCER)  International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
ijceronline
 
Image Processing Basics
Image Processing BasicsImage Processing Basics
Image Processing Basics
Nam Le
 
Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...
Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...
Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...
IRJET Journal
 
Computer Science 2.pptx
Computer Science 2.pptxComputer Science 2.pptx
Computer Science 2.pptx
MARVINSANTIAGO18
 
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDS
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDSFACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDS
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDS
IRJET Journal
 
PCB Faults Detection Using Image Processing
PCB Faults Detection Using Image ProcessingPCB Faults Detection Using Image Processing
PCB Faults Detection Using Image Processing
ijceronline
 
Image processing by NK SAINI
Image processing by NK SAINIImage processing by NK SAINI
Image processing by NK SAINI
Nagendra Saini
 
Digital image enhancement by brightness and contrast manipulation using Veri...
Digital image enhancement by brightness and contrast  manipulation using Veri...Digital image enhancement by brightness and contrast  manipulation using Veri...
Digital image enhancement by brightness and contrast manipulation using Veri...
IJECEIAES
 
iVideo Editor with Background Remover and Image Inpainting
iVideo Editor with Background Remover and Image InpaintingiVideo Editor with Background Remover and Image Inpainting
iVideo Editor with Background Remover and Image Inpainting
IRJET Journal
 
EStudio 4520c Color MFP Presentation
EStudio 4520c  Color MFP PresentationEStudio 4520c  Color MFP Presentation
EStudio 4520c Color MFP Presentation
Bill Lane
 
File types pro forma(1)
File types pro forma(1)File types pro forma(1)
File types pro forma(1)
ENCRES DUBUIT
 
File types pro forma(1)
File types pro forma(1)File types pro forma(1)
File types pro forma(1)
aa12134455
 
File types pro forma(1)
File types pro forma(1)File types pro forma(1)
File types pro forma(1)
ENCRES DUBUIT
 
Restoration of Old Documents that Suffer from Degradation
Restoration of Old Documents that Suffer from DegradationRestoration of Old Documents that Suffer from Degradation
Restoration of Old Documents that Suffer from Degradation
IRJET Journal
 

Similar to BL Demo Day - July2011 - (3) Image Enhancement for OCR (20)

image compression using matlab project report
image compression  using matlab project reportimage compression  using matlab project report
image compression using matlab project report
 
Video and Image Processing for Finding Paint Defects using BeagleBone Black
Video and Image Processing for Finding Paint Defects using BeagleBone BlackVideo and Image Processing for Finding Paint Defects using BeagleBone Black
Video and Image Processing for Finding Paint Defects using BeagleBone Black
 
De-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image ProcessingDe-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image Processing
 
De-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image ProcessingDe-Noisy Image of Activity Tracking System in Digital Image Processing
De-Noisy Image of Activity Tracking System in Digital Image Processing
 
International Journal of Computational Engineering Research(IJCER)
 International Journal of Computational Engineering Research(IJCER)  International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Image Processing Basics
Image Processing BasicsImage Processing Basics
Image Processing Basics
 
Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...
Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...
Comparitive Analysis for Pre-Processing of Images and Videos using Histogram ...
 
Computer Science 2.pptx
Computer Science 2.pptxComputer Science 2.pptx
Computer Science 2.pptx
 
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDS
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDSFACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDS
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDS
 
PCB Faults Detection Using Image Processing
PCB Faults Detection Using Image ProcessingPCB Faults Detection Using Image Processing
PCB Faults Detection Using Image Processing
 
Image processing by NK SAINI
Image processing by NK SAINIImage processing by NK SAINI
Image processing by NK SAINI
 
Digital image enhancement by brightness and contrast manipulation using Veri...
Digital image enhancement by brightness and contrast  manipulation using Veri...Digital image enhancement by brightness and contrast  manipulation using Veri...
Digital image enhancement by brightness and contrast manipulation using Veri...
 
Unit 13
Unit 13Unit 13
Unit 13
 
iVideo Editor with Background Remover and Image Inpainting
iVideo Editor with Background Remover and Image InpaintingiVideo Editor with Background Remover and Image Inpainting
iVideo Editor with Background Remover and Image Inpainting
 
EStudio 4520c Color MFP Presentation
EStudio 4520c  Color MFP PresentationEStudio 4520c  Color MFP Presentation
EStudio 4520c Color MFP Presentation
 
Unit 13
Unit 13Unit 13
Unit 13
 
File types pro forma(1)
File types pro forma(1)File types pro forma(1)
File types pro forma(1)
 
File types pro forma(1)
File types pro forma(1)File types pro forma(1)
File types pro forma(1)
 
File types pro forma(1)
File types pro forma(1)File types pro forma(1)
File types pro forma(1)
 
Restoration of Old Documents that Suffer from Degradation
Restoration of Old Documents that Suffer from DegradationRestoration of Old Documents that Suffer from Degradation
Restoration of Old Documents that Suffer from Degradation
 

More from IMPACT Centre of Competence

Session6 01.helmut schmid
Session6 01.helmut schmidSession6 01.helmut schmid
Session6 01.helmut schmid
IMPACT Centre of Competence
 
Session1 03.hsian-an wang
Session1 03.hsian-an wangSession1 03.hsian-an wang
Session1 03.hsian-an wang
IMPACT Centre of Competence
 
Session7 03.katrien depuydt
Session7 03.katrien depuydtSession7 03.katrien depuydt
Session7 03.katrien depuydt
IMPACT Centre of Competence
 
Session7 02.peter kiraly
Session7 02.peter kiralySession7 02.peter kiraly
Session7 02.peter kiraly
IMPACT Centre of Competence
 
Session6 04.giuseppe celano
Session6 04.giuseppe celanoSession6 04.giuseppe celano
Session6 04.giuseppe celano
IMPACT Centre of Competence
 
Session6 03.sandra young
Session6 03.sandra youngSession6 03.sandra young
Session6 03.sandra young
IMPACT Centre of Competence
 
Session6 02.jeremi ochab
Session6 02.jeremi ochabSession6 02.jeremi ochab
Session6 02.jeremi ochab
IMPACT Centre of Competence
 
Session5 04.evangelos varthis
Session5 04.evangelos varthisSession5 04.evangelos varthis
Session5 04.evangelos varthis
IMPACT Centre of Competence
 
Session5 03.george rehm
Session5 03.george rehmSession5 03.george rehm
Session5 03.george rehm
IMPACT Centre of Competence
 
Session5 02.tom derrick
Session5 02.tom derrickSession5 02.tom derrick
Session5 02.tom derrick
IMPACT Centre of Competence
 
Session5 01.rutger vankoert
Session5 01.rutger vankoertSession5 01.rutger vankoert
Session5 01.rutger vankoert
IMPACT Centre of Competence
 
Session4 04.senka drobac
Session4 04.senka drobacSession4 04.senka drobac
Session4 04.senka drobac
IMPACT Centre of Competence
 
Session3 04.arnau baro
Session3 04.arnau baroSession3 04.arnau baro
Session3 04.arnau baro
IMPACT Centre of Competence
 
Session3 03.christian clausner
Session3 03.christian clausnerSession3 03.christian clausner
Session3 03.christian clausner
IMPACT Centre of Competence
 
Session3 02.kimmo ketunnen
Session3 02.kimmo ketunnenSession3 02.kimmo ketunnen
Session3 02.kimmo ketunnen
IMPACT Centre of Competence
 
Session3 01.clemens neudecker
Session3 01.clemens neudeckerSession3 01.clemens neudecker
Session3 01.clemens neudecker
IMPACT Centre of Competence
 
Session2 04.ashkan ashkpour
Session2 04.ashkan ashkpourSession2 04.ashkan ashkpour
Session2 04.ashkan ashkpour
IMPACT Centre of Competence
 
Session2 03.juri opitz
Session2 03.juri opitzSession2 03.juri opitz
Session2 03.juri opitz
IMPACT Centre of Competence
 
Session2 02.christian reul
Session2 02.christian reulSession2 02.christian reul
Session2 02.christian reul
IMPACT Centre of Competence
 
Session2 01.emad mohamed
Session2 01.emad mohamedSession2 01.emad mohamed
Session2 01.emad mohamed
IMPACT Centre of Competence
 

More from IMPACT Centre of Competence (20)

Session6 01.helmut schmid
Session6 01.helmut schmidSession6 01.helmut schmid
Session6 01.helmut schmid
 
Session1 03.hsian-an wang
Session1 03.hsian-an wangSession1 03.hsian-an wang
Session1 03.hsian-an wang
 
Session7 03.katrien depuydt
Session7 03.katrien depuydtSession7 03.katrien depuydt
Session7 03.katrien depuydt
 
Session7 02.peter kiraly
Session7 02.peter kiralySession7 02.peter kiraly
Session7 02.peter kiraly
 
Session6 04.giuseppe celano
Session6 04.giuseppe celanoSession6 04.giuseppe celano
Session6 04.giuseppe celano
 
Session6 03.sandra young
Session6 03.sandra youngSession6 03.sandra young
Session6 03.sandra young
 
Session6 02.jeremi ochab
Session6 02.jeremi ochabSession6 02.jeremi ochab
Session6 02.jeremi ochab
 
Session5 04.evangelos varthis
Session5 04.evangelos varthisSession5 04.evangelos varthis
Session5 04.evangelos varthis
 
Session5 03.george rehm
Session5 03.george rehmSession5 03.george rehm
Session5 03.george rehm
 
Session5 02.tom derrick
Session5 02.tom derrickSession5 02.tom derrick
Session5 02.tom derrick
 
Session5 01.rutger vankoert
Session5 01.rutger vankoertSession5 01.rutger vankoert
Session5 01.rutger vankoert
 
Session4 04.senka drobac
Session4 04.senka drobacSession4 04.senka drobac
Session4 04.senka drobac
 
Session3 04.arnau baro
Session3 04.arnau baroSession3 04.arnau baro
Session3 04.arnau baro
 
Session3 03.christian clausner
Session3 03.christian clausnerSession3 03.christian clausner
Session3 03.christian clausner
 
Session3 02.kimmo ketunnen
Session3 02.kimmo ketunnenSession3 02.kimmo ketunnen
Session3 02.kimmo ketunnen
 
Session3 01.clemens neudecker
Session3 01.clemens neudeckerSession3 01.clemens neudecker
Session3 01.clemens neudecker
 
Session2 04.ashkan ashkpour
Session2 04.ashkan ashkpourSession2 04.ashkan ashkpour
Session2 04.ashkan ashkpour
 
Session2 03.juri opitz
Session2 03.juri opitzSession2 03.juri opitz
Session2 03.juri opitz
 
Session2 02.christian reul
Session2 02.christian reulSession2 02.christian reul
Session2 02.christian reul
 
Session2 01.emad mohamed
Session2 01.emad mohamedSession2 01.emad mohamed
Session2 01.emad mohamed
 

Recently uploaded

Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
Aftab Hussain
 
Essentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FMEEssentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FME
Safe Software
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
ControlCase
 
By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024
Pierluigi Pugliese
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
Alan Dix
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
Prayukth K V
 
UiPath Community Day Dubai: AI at Work..
UiPath Community Day Dubai: AI at Work..UiPath Community Day Dubai: AI at Work..
UiPath Community Day Dubai: AI at Work..
UiPathCommunity
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
Ana-Maria Mihalceanu
 
Assure Contact Center Experiences for Your Customers With ThousandEyes
Assure Contact Center Experiences for Your Customers With ThousandEyesAssure Contact Center Experiences for Your Customers With ThousandEyes
Assure Contact Center Experiences for Your Customers With ThousandEyes
ThousandEyes
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
UiPathCommunity
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
KatiaHIMEUR1
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
Guy Korland
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
Laura Byrne
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
sonjaschweigert1
 
Enhancing Performance with Globus and the Science DMZ
Enhancing Performance with Globus and the Science DMZEnhancing Performance with Globus and the Science DMZ
Enhancing Performance with Globus and the Science DMZ
Globus
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
Kari Kakkonen
 
Elevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object CalisthenicsElevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object Calisthenics
Dorra BARTAGUIZ
 
RESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for studentsRESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for students
KAMESHS29
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
91mobiles
 

Recently uploaded (20)

Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
 
Essentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FMEEssentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FME
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
 
By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024By Design, not by Accident - Agile Venture Bolzano 2024
By Design, not by Accident - Agile Venture Bolzano 2024
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
 
UiPath Community Day Dubai: AI at Work..
UiPath Community Day Dubai: AI at Work..UiPath Community Day Dubai: AI at Work..
UiPath Community Day Dubai: AI at Work..
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
 
Assure Contact Center Experiences for Your Customers With ThousandEyes
Assure Contact Center Experiences for Your Customers With ThousandEyesAssure Contact Center Experiences for Your Customers With ThousandEyes
Assure Contact Center Experiences for Your Customers With ThousandEyes
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
 
Enhancing Performance with Globus and the Science DMZ
Enhancing Performance with Globus and the Science DMZEnhancing Performance with Globus and the Science DMZ
Enhancing Performance with Globus and the Science DMZ
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
 
Elevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object CalisthenicsElevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object Calisthenics
 
RESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for studentsRESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for students
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
 

BL Demo Day - July2011 - (3) Image Enhancement for OCR

  • 1. Image Enhancement and OCR Niall Anderson, The British Library, 12 July 2010
  • 2.
  • 3. Example of an enhanced image Warped Dewarped
  • 4.
  • 5.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18. Indicative results – Border Removal 22383 images to test border removal BL: 7% BNE: 34% BNF: 34% BSB: 11% JSI: 6% NLB: 2% ONB: 6% Only images with borders 38718 images to test border removal BL: 9% BNE: 29% BNF: 32% BSB: 12% JSI: 11% NLB: 2% ONB: 5%
  • 19. Indicative results – Page splitting 458 images from BNF to test page split 3009 images to test page split BL: 72% BSB: 10% JSI: 18%
  • 20. Indicative results - Dewarping IMPACT Page Curl Correction v.4 87.78% (81.98% only coarse correction) BookRestorer 80.87%
  • 21.
  • 22.

Editor's Notes

  1. While generally used in the pre-processing stage of OCR production, Image Enhancement techniques can, in theory, be used on any digital image, created for whatever purpose. Legacy images – not created with OCR in mind – can also benefit from this approach.
  2. Created by IMPACT partner agency NCSR “Demokritos” in Athens
  3. Done automatically based on projection profiles and zonal analysis. Can also be resized manually as in this example.
  4. Extension of process used in border removal. Can also be resized manually.
  5. If automated processing works, why manual intervention? Use in collection triage: finding the best parameters before submitting images to OCR.
  6. Items are selected and deselected by clicking on the icons. The workflow parts can also be swapped around for best results