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RANDA ELANWAR
1
Constructing Digital Library for
Arabic Documents(Annotation stage)
Contents
2
Introduction
How to build a digital library
Digital library for documents
Annotation of documents
ATAOH tool
 User interfaces
 Performance evaluation
More about DLs
Introduction
3
Situation: Spread of computers, ease of information
processing (edit-save-spread).
Objective: convert information (hand sketching, machine
printed paper, etc.) into digital format.
Reason: Electronic storage, Spread information,
Facilitate data access, save effort, and provide more
services in less time.
Problem: Information Overflow
Introduction
4
Solution: organize information, make them
accessible and searchable  Digital Libraries
Construction.
Digital library: software supporting direct content-
based retrieval through “queries by search key
words”
Digital libraries types: printed text and books,
scanned handwritten pages, multimedia material.
How to build a digital library
5
Main steps to build a digital library:
 Data collection and digitization
 Metadata selection and designing the digital library interface
 Annotation of digitized data (may be word spotting as well)
 Information retrieval techniques
Digital library for documents
6
Digital Library Aspects: accurate and fast
(automated) grouping, filing, indexing and retrieval.
The handwritten data is either offline (scanned
paper image) or online (pen movement on electronic
surface: ink).
These online or offline documents are non-textual
documents of textual content.
Annotation of documents
7
Thus, Library construction requires the knowledge of
the textual content (transcription), also called
“Ground truth” or “Annotation information”.
Annotation: identifying data of particular type using
additional data of different type, precisely describing
its entities.
Documents annotation: Associating the
ASCII/UNICODE corresponding to the
paragraph/sentence/word/character image/ink.
Annotation of documents
8
Reason: Conventional text search and information
retrieval (Digital libraries or Web search engines)
is based on matching or comparison of textual
description (say in ASCII/UNICODE).
Annotation extends the conventional textual
search to image/ink representation of these
documents.
Introduction
9
DigitalDigital
LibraryLibrary
andand
WebWeb
searchsearch
Annotation of documents
10
Situation: every region of interest (line, word or
character) needs to be identified and annotated 
manual annotation
Problem: It is a laborious, time-consuming and
error-prone process, especially for huge corpora
annotated at the character level.
Solution: Semi-Automatic and Automatic schemes
of annotation
Introduction
11
Annotation schemes:Annotation schemes:
Annotation of documents
12
Annotation tools construction
In document annotation, specific details
(metadata) are extracted and tagged into XML
documents (meta-document).
The XML representation is a hierarchical
organization of data. Each level of hierarchy
contains a label element that captures annotation
at that level.
Annotation of documents
13
Annotation of documents
14
Document retrieval needs all metadata, while
handwriting recognition needs only ground truth
of image/ink trace.
Ground-truthing a document image: annotating
the regions, text lines, words and characters.
Few automatic and semi-automatic ground-
truthing annotation tools for handwritten text
exist.
Annotation of documents
15
Annotation tools construction
Lines, words and strokes are segmented manually or
automatically
Automatic/semi-automatic/manual labeling (truthing)
of the required entity
Manual segmentation-annotation correction through
interface supports by mouse clicks and keyboard
shortcuts.
Annotation of documents
16
Annotation tools
construction:
 Literature survey Conclusions:
Arabic language research is lacking
language resources like public data
sets and tools for data collection,
annotation and pre-processing.
Document segmentation is the
most important requirement in
annotation tools.
Segmentation is complex, yet
automated systems have not
reached human accuracy.
Annotation of documents
17
Annotation tools construction
 Literature survey Conclusions:
Higher-level segmentation algorithms is more error
prone, and require higher reject thresholds and more
expertise will be required of the operator.
The most significant expense of human annotation, is
human time. Even a 30% reduction in overall human
time will be significant in an operational application.
Annotation of documents
18
Annotation tools construction
 Literature survey Conclusions:
The annotation tool design should provide:
1. Easy document browsing & multiple format support.
2.Ease of annotation and display.
3. Automatic Text-line/Word segmentation and ground
truthing.
4.Manual options for segmentation validation &
annotation correction.
ATAOH Tool
19
ATAOH Tool: annotation tool for Arabic onlineannotation tool for Arabic online
handwritinghandwriting
1. Easy document browsing and display.
2.Automatic Text-line/Word extraction-
segmentation.
3.Manual options for segmentation validation &
annotation correction.
ATAOH Tool
20
4. Composed of a guiding set of interactive user
interfaces.
5. Reduces human effort by high performance
automation
6. Annotates Arabic words at the character level to
provide annotated datasets for handwriting
recognizer training
ATAOH Tool: User Interfaces
21
The Main GUI opens at the start up showing the userThe Main GUI opens at the start up showing the user
all operations that can be done.all operations that can be done.
ATAOH Tool: User Interfaces
22
Word Extraction GUI: appears at pressing “Word Extraction” pushbuttonWord Extraction GUI: appears at pressing “Word Extraction” pushbutton
on the Main GUI & specifying the document path. Automatic text lineon the Main GUI & specifying the document path. Automatic text line
extraction is done and each text line is displayed on the GUI successivelyextraction is done and each text line is displayed on the GUI successively
ATAOH Tool: User Interfaces
23
 The Add Transcription GUI appears when pressing the “Transcript Data File”The Add Transcription GUI appears when pressing the “Transcript Data File”
pushbutton on the Main GUI and specifying document path. The previouslypushbutton on the Main GUI and specifying document path. The previously
extracted words are displayed successivelyextracted words are displayed successively
ATAOH Tool: User Interfaces
24
 Annotation is done by entering the word truth in the ground truth text area.Annotation is done by entering the word truth in the ground truth text area.
ATAOH Tool: User Interfaces
25
 Automatic segmentation can be done it by pressing “Auto Segment” pushbutton.Automatic segmentation can be done it by pressing “Auto Segment” pushbutton.
ATAOH Tool: User Interfaces
26
 Manually segmentation correction is done drawing lines by mouse clicksManually segmentation correction is done drawing lines by mouse clicks
“Manual Segment” pushbutton“Manual Segment” pushbutton
ATAOH Tool: User Interfaces
27
 Each character model strokes data are calculated and displayed by pressing 'InsertEach character model strokes data are calculated and displayed by pressing 'Insert
data' pushbutton.data' pushbutton.
ATAOH Tool: User Interfaces
28
 'CHECK' pushbutton plots each character model in a separate figure.'CHECK' pushbutton plots each character model in a separate figure.
ATAOH Tool: User Interfaces
29
In the output text file format, each word is indexed. EachIn the output text file format, each word is indexed. Each
character names is listed in order (from right to left).character names is listed in order (from right to left).
Beside each character name, stroke information is listedBeside each character name, stroke information is listed
(prototype , number of stroke parts, stroke number(s)(prototype , number of stroke parts, stroke number(s)
and start(s) and end(s) indices.and start(s) and end(s) indices.
Annotation Performance Evaluation
30
We collected a privateWe collected a private
data set of online Arabicdata set of online Arabic
handwritings and usedhandwritings and used
it for training and test.it for training and test.
AWAT: average wordAWAT: average word
annotation time.annotation time.
ADAT: averageADAT: average
document annotationdocument annotation
time.time.
Annotation Performance Evaluation
31
Annotation maximizes efficiency, productivity &Annotation maximizes efficiency, productivity &
profitability.profitability.
More about DLs
32
Digital libraries are more than just web sites or stores
of information in digital libraries.
Designers need to
 provide efficient ways to structure information, and
 represent them digitally using computers.
To design good, usable digital libraries, one requires
knowledge about:
 who will use them,
 what they will be used for,
 the work context and the environment in which they will be used,
and
 what is technically and logistically feasible.
More about DLs
33
Designing good, usable interfaces is not an easy
task. Using the best methodology and model in the
design of a usable interactive system is not enough.
One still needs to assess the design and test the
system to ensure that it behaves as expected and
meets end-users' requirements
it is impossible to design an optimal user interface
in the first try
More about DLs
34
Typical usability defects for interactive systems
which include:
 navigation;
 screen design and layout;
 terminology;
 feedback;
 consistency;
 modality;
 redundancies;
 end-user control and match with end-user tasks.
More about DLs
35
Evaluation Criteria
Collection size:
 Number of items
 Type of items
 Estimated storage space
Metadata:
 Is there existing metadata?
 Is it available in electronic form?
User access functions
 Is there a feasible vision for how the materials will be
accessed by and delivered to researchers?
36
Thank you

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Digital library construction

  • 1. RANDA ELANWAR 1 Constructing Digital Library for Arabic Documents(Annotation stage)
  • 2. Contents 2 Introduction How to build a digital library Digital library for documents Annotation of documents ATAOH tool  User interfaces  Performance evaluation More about DLs
  • 3. Introduction 3 Situation: Spread of computers, ease of information processing (edit-save-spread). Objective: convert information (hand sketching, machine printed paper, etc.) into digital format. Reason: Electronic storage, Spread information, Facilitate data access, save effort, and provide more services in less time. Problem: Information Overflow
  • 4. Introduction 4 Solution: organize information, make them accessible and searchable  Digital Libraries Construction. Digital library: software supporting direct content- based retrieval through “queries by search key words” Digital libraries types: printed text and books, scanned handwritten pages, multimedia material.
  • 5. How to build a digital library 5 Main steps to build a digital library:  Data collection and digitization  Metadata selection and designing the digital library interface  Annotation of digitized data (may be word spotting as well)  Information retrieval techniques
  • 6. Digital library for documents 6 Digital Library Aspects: accurate and fast (automated) grouping, filing, indexing and retrieval. The handwritten data is either offline (scanned paper image) or online (pen movement on electronic surface: ink). These online or offline documents are non-textual documents of textual content.
  • 7. Annotation of documents 7 Thus, Library construction requires the knowledge of the textual content (transcription), also called “Ground truth” or “Annotation information”. Annotation: identifying data of particular type using additional data of different type, precisely describing its entities. Documents annotation: Associating the ASCII/UNICODE corresponding to the paragraph/sentence/word/character image/ink.
  • 8. Annotation of documents 8 Reason: Conventional text search and information retrieval (Digital libraries or Web search engines) is based on matching or comparison of textual description (say in ASCII/UNICODE). Annotation extends the conventional textual search to image/ink representation of these documents.
  • 10. Annotation of documents 10 Situation: every region of interest (line, word or character) needs to be identified and annotated  manual annotation Problem: It is a laborious, time-consuming and error-prone process, especially for huge corpora annotated at the character level. Solution: Semi-Automatic and Automatic schemes of annotation
  • 12. Annotation of documents 12 Annotation tools construction In document annotation, specific details (metadata) are extracted and tagged into XML documents (meta-document). The XML representation is a hierarchical organization of data. Each level of hierarchy contains a label element that captures annotation at that level.
  • 14. Annotation of documents 14 Document retrieval needs all metadata, while handwriting recognition needs only ground truth of image/ink trace. Ground-truthing a document image: annotating the regions, text lines, words and characters. Few automatic and semi-automatic ground- truthing annotation tools for handwritten text exist.
  • 15. Annotation of documents 15 Annotation tools construction Lines, words and strokes are segmented manually or automatically Automatic/semi-automatic/manual labeling (truthing) of the required entity Manual segmentation-annotation correction through interface supports by mouse clicks and keyboard shortcuts.
  • 16. Annotation of documents 16 Annotation tools construction:  Literature survey Conclusions: Arabic language research is lacking language resources like public data sets and tools for data collection, annotation and pre-processing. Document segmentation is the most important requirement in annotation tools. Segmentation is complex, yet automated systems have not reached human accuracy.
  • 17. Annotation of documents 17 Annotation tools construction  Literature survey Conclusions: Higher-level segmentation algorithms is more error prone, and require higher reject thresholds and more expertise will be required of the operator. The most significant expense of human annotation, is human time. Even a 30% reduction in overall human time will be significant in an operational application.
  • 18. Annotation of documents 18 Annotation tools construction  Literature survey Conclusions: The annotation tool design should provide: 1. Easy document browsing & multiple format support. 2.Ease of annotation and display. 3. Automatic Text-line/Word segmentation and ground truthing. 4.Manual options for segmentation validation & annotation correction.
  • 19. ATAOH Tool 19 ATAOH Tool: annotation tool for Arabic onlineannotation tool for Arabic online handwritinghandwriting 1. Easy document browsing and display. 2.Automatic Text-line/Word extraction- segmentation. 3.Manual options for segmentation validation & annotation correction.
  • 20. ATAOH Tool 20 4. Composed of a guiding set of interactive user interfaces. 5. Reduces human effort by high performance automation 6. Annotates Arabic words at the character level to provide annotated datasets for handwriting recognizer training
  • 21. ATAOH Tool: User Interfaces 21 The Main GUI opens at the start up showing the userThe Main GUI opens at the start up showing the user all operations that can be done.all operations that can be done.
  • 22. ATAOH Tool: User Interfaces 22 Word Extraction GUI: appears at pressing “Word Extraction” pushbuttonWord Extraction GUI: appears at pressing “Word Extraction” pushbutton on the Main GUI & specifying the document path. Automatic text lineon the Main GUI & specifying the document path. Automatic text line extraction is done and each text line is displayed on the GUI successivelyextraction is done and each text line is displayed on the GUI successively
  • 23. ATAOH Tool: User Interfaces 23  The Add Transcription GUI appears when pressing the “Transcript Data File”The Add Transcription GUI appears when pressing the “Transcript Data File” pushbutton on the Main GUI and specifying document path. The previouslypushbutton on the Main GUI and specifying document path. The previously extracted words are displayed successivelyextracted words are displayed successively
  • 24. ATAOH Tool: User Interfaces 24  Annotation is done by entering the word truth in the ground truth text area.Annotation is done by entering the word truth in the ground truth text area.
  • 25. ATAOH Tool: User Interfaces 25  Automatic segmentation can be done it by pressing “Auto Segment” pushbutton.Automatic segmentation can be done it by pressing “Auto Segment” pushbutton.
  • 26. ATAOH Tool: User Interfaces 26  Manually segmentation correction is done drawing lines by mouse clicksManually segmentation correction is done drawing lines by mouse clicks “Manual Segment” pushbutton“Manual Segment” pushbutton
  • 27. ATAOH Tool: User Interfaces 27  Each character model strokes data are calculated and displayed by pressing 'InsertEach character model strokes data are calculated and displayed by pressing 'Insert data' pushbutton.data' pushbutton.
  • 28. ATAOH Tool: User Interfaces 28  'CHECK' pushbutton plots each character model in a separate figure.'CHECK' pushbutton plots each character model in a separate figure.
  • 29. ATAOH Tool: User Interfaces 29 In the output text file format, each word is indexed. EachIn the output text file format, each word is indexed. Each character names is listed in order (from right to left).character names is listed in order (from right to left). Beside each character name, stroke information is listedBeside each character name, stroke information is listed (prototype , number of stroke parts, stroke number(s)(prototype , number of stroke parts, stroke number(s) and start(s) and end(s) indices.and start(s) and end(s) indices.
  • 30. Annotation Performance Evaluation 30 We collected a privateWe collected a private data set of online Arabicdata set of online Arabic handwritings and usedhandwritings and used it for training and test.it for training and test. AWAT: average wordAWAT: average word annotation time.annotation time. ADAT: averageADAT: average document annotationdocument annotation time.time.
  • 31. Annotation Performance Evaluation 31 Annotation maximizes efficiency, productivity &Annotation maximizes efficiency, productivity & profitability.profitability.
  • 32. More about DLs 32 Digital libraries are more than just web sites or stores of information in digital libraries. Designers need to  provide efficient ways to structure information, and  represent them digitally using computers. To design good, usable digital libraries, one requires knowledge about:  who will use them,  what they will be used for,  the work context and the environment in which they will be used, and  what is technically and logistically feasible.
  • 33. More about DLs 33 Designing good, usable interfaces is not an easy task. Using the best methodology and model in the design of a usable interactive system is not enough. One still needs to assess the design and test the system to ensure that it behaves as expected and meets end-users' requirements it is impossible to design an optimal user interface in the first try
  • 34. More about DLs 34 Typical usability defects for interactive systems which include:  navigation;  screen design and layout;  terminology;  feedback;  consistency;  modality;  redundancies;  end-user control and match with end-user tasks.
  • 35. More about DLs 35 Evaluation Criteria Collection size:  Number of items  Type of items  Estimated storage space Metadata:  Is there existing metadata?  Is it available in electronic form? User access functions  Is there a feasible vision for how the materials will be accessed by and delivered to researchers?