The document provides information about different colors and their psychological and physical effects. It discusses how each color - red, yellow, blue, green, brown, purple, and orange - can influence emotions, focus, energy levels, and perceptions. For example, it notes that red stimulates faster heartbeat, yellow enhances concentration, and blue produces calming chemicals. The document aims to inform readers about color psychology and the impacts colors can have.
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An early chapter from the second book in a five book sequence, The Sophist Chronicles, titled The Sacred and the Damned. This chapter is set amidst the political upheaval caused by news of the secular half of the galaxy researching an all-powerful mass free energy (a "god" particle) reaching the theocratic half of the galaxy.
O documento discute as mudanças estruturais e conjunturais na publicidade brasileira, com a fragmentação das audiências, surgimento de novas plataformas digitais e crise econômica impactando pessoas, empresas de conteúdo, anunciantes e agências. Aponta para a necessidade de novas abordagens, formatos menos custosos e estruturas enxutas para se adaptar ao "novo mercado".
Os toalheiros secadores e painéis aquecedores em vidro e porcelanato oferecem mais do que apenas aquecimento, trazendo estilo e conforto aos ambientes. Disponíveis em diversas cores e texturas, podem ser usados em qualquer decoração. Além de aquecerem, secam toalhas de banho de forma quente e eficiente.
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The document provides information about different colors and their psychological and physical effects. It discusses how each color - red, yellow, blue, green, brown, purple, and orange - can influence emotions, focus, energy levels, and perceptions. For example, it notes that red stimulates faster heartbeat, yellow enhances concentration, and blue produces calming chemicals. The document aims to inform readers about color psychology and the impacts colors can have.
This document summarizes stories from employees at Yahoo about their work and experiences at the company. It includes a profile of Jijin who manages product updates and releases for Yahoo Small Business to ensure a smooth experience for end-users. It also discusses Yahoo winning Silver and Bronze Anvil Awards and profiles two other employees, Sandeep from User Experience and Design and Nidhi from Product Management.
An early chapter from the second book in a five book sequence, The Sophist Chronicles, titled The Sacred and the Damned. This chapter is set amidst the political upheaval caused by news of the secular half of the galaxy researching an all-powerful mass free energy (a "god" particle) reaching the theocratic half of the galaxy.
O documento discute as mudanças estruturais e conjunturais na publicidade brasileira, com a fragmentação das audiências, surgimento de novas plataformas digitais e crise econômica impactando pessoas, empresas de conteúdo, anunciantes e agências. Aponta para a necessidade de novas abordagens, formatos menos custosos e estruturas enxutas para se adaptar ao "novo mercado".
Os toalheiros secadores e painéis aquecedores em vidro e porcelanato oferecem mais do que apenas aquecimento, trazendo estilo e conforto aos ambientes. Disponíveis em diversas cores e texturas, podem ser usados em qualquer decoração. Além de aquecerem, secam toalhas de banho de forma quente e eficiente.
Durante el Mobile World Congress, 17 grandes compañías de teléfonos móviles acordaron crear un cargador universal para todos los modelos de celulares que se conectará vía USB. Firmaron un acuerdo para implementar el cargador universal en un año, con lanzamiento previsto para 2012, lo que beneficiará a usuarios y empresas al terminar con problemas de compatibilidad e impactará positivamente el medio ambiente.
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Produzido por ComTACT Ltda, sob coordenação de Humberto Ribeiro.
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When you have been accused of a criminal charge, your reputation and freedom are on the line. Contact one of our Boston criminal defense lawyers to receive this high level of defense protection from a team with more than 40 years of collective experience in criminal justice.
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An American Daughter is a comic drama about Dr. Lyssa Dent Hughes who is nominated to be the Surgeon General. On the eve of her nomination, a cast of characters stir things up in her Georgetown home, threatening to jeopardize her nomination. When a sexy "post-feminist" woman named Quincy Quince enters the picture, even Lyssa's husband Walter can't be trusted. The audiobook features a full cast performance of the Pulitzer Prize-winning play by Wendy Wasserstein.
Para obtener el estatus de asociación de utilidad pública, una organización debe estar registrada durante al menos 2 años, demostrar que puede cumplir con sus estatutos, y presentar una solicitud, memorias de actividades de los últimos 2 años, cuentas anuales de los últimos 2 años, y certificaciones de Hacienda, Seguridad Social, IAE e intención de solicitar el estatus firmadas por su junta directiva.
El documento habla sobre la importancia de la atención al usuario o cliente en las organizaciones. Explica que brindar un buen servicio al cliente es fundamental para el éxito de una compañía. También discute conceptos como la tolerancia, empatía, comunicación, capacidad técnica y resultados como competencias clave para el área de atención al cliente. Finalmente, resalta que las relaciones humanas positivas entre empleados y con los clientes son fundamentales para lograr un excelente servicio.
Este documento discute o comércio eletrônico, mercados digitais e mercadorias digitais. Ele explora como o comércio eletrônico transformou o marketing e os negócios, incluindo diferentes tipos de comércio eletrônico e como afetou transações B2B. Também discute o papel do m-commerce e questões importantes na construção de sites de comércio eletrônico.
CMC Teacher Education SIG Presentation; AntoniadouCmcTchrEdSIG
This document summarizes a teacher development program that used online collaboration to help student teachers develop their pedagogical skills. The program used Second Life, emails, Skype and other tools for social interaction. This allowed student teachers to work in their zone of proximal development as they constructed knowledge through discussion and feedback. Analysis of online transcripts showed examples of multivoicedness as student teachers engaged in shared knowledge construction and reflected on their teaching practices. Overall the program helped align the student teachers' skills with established teaching criteria through meaningful online collaboration.
CMC Teacher Education SIG Presentation; O’DowdCmcTchrEdSIG
The document describes the development of a model for defining the competencies of telecollaborative language teachers using the Delphi method. It involved gathering expert opinions through iterative questionnaires to establish consensus without experts needing to meet in person. Over multiple rounds, statements describing teacher competencies were refined based on expert feedback to develop a comprehensive, applicable model that accounts for different forms of telecollaboration.
This document contains personal and professional details for Ritika Chopra. She is currently employed as an Accounts Executive at Five Core Electronics Ltd in New Delhi, India, where her responsibilities include maintaining accounts, preparing reports, handling banking, and reconciling accounts. Previously, she worked as an Accounts Executive at AlankitAssignments Ltd from 2008 to 2015. Ritika holds a BCA from INGNOU University and has over 7 years of experience in accounting roles. She is proficient in accounting software like Tally and databases like Oracle and MS Access.
The document provides guidelines for students completing an investigatory project, including:
1) The objectives are to apply chemistry concepts, develop interest in scientific work, provide educational opportunities through participation in research, and recognize student efforts.
2) The project write-up should follow a specified format including a title page, abstract, methodology, results and discussion, and conclusions.
3) Scientific fraud and plagiarism will not be tolerated and fraudulent projects will be disqualified.
This short document promotes the creation of presentations using Haiku Deck on SlideShare. It includes a stock photo and text suggesting the reader may be inspired to create their own Haiku Deck presentation. A call to action is given to get started making a presentation on the SlideShare platform.
La Unión Europea ha acordado un embargo petrolero contra Rusia en respuesta a la invasión de Ucrania. El embargo prohibirá las importaciones marítimas de petróleo ruso a la UE y pondrá fin a las entregas a través de oleoductos dentro de seis meses. Esta medida forma parte de un sexto paquete de sanciones de la UE destinadas a aumentar la presión económica sobre Rusia y privar al gobierno de Vladimir Putin de fondos para financiar la guerra.
Dokumen tersebut membahas definisi dan jenis-jenis abortus seperti abortus komplet, inkomplet, insipiens, iminens, missed abortion, habitualis, dan septik. Juga dibahas kriteria diagnosis, pemeriksaan pendukung, terapi, dan komplikasi yang mungkin terjadi pada abortus.
(Mar/2003) Impacto do Mundo Online nos Negócios.
Publicação técnica do Serviço Nacional de Aprendizagem Industrial - SENAI.
Produzido por ComTACT Ltda, sob coordenação de Humberto Ribeiro.
Keegan Law - Boston Criminal Defense AttorneyJose Cash
When you have been accused of a criminal charge, your reputation and freedom are on the line. Contact one of our Boston criminal defense lawyers to receive this high level of defense protection from a team with more than 40 years of collective experience in criminal justice.
O documento discute as filas em organizações públicas e privadas e formas de resolvê-las. A fila pode ser resultado da ineficiência, mas originalmente servia como solução evolutiva para conflitos em comunidades. Hoje em dia, as expectativas por serviços rápidos fazem com que a fila seja indesejada. Tecnologias como autoatendimento, predição e otimização de processos podem transformar ou eliminar filas de forma a melhorar a experiência do cliente.
An American Daughter is a comic drama about Dr. Lyssa Dent Hughes who is nominated to be the Surgeon General. On the eve of her nomination, a cast of characters stir things up in her Georgetown home, threatening to jeopardize her nomination. When a sexy "post-feminist" woman named Quincy Quince enters the picture, even Lyssa's husband Walter can't be trusted. The audiobook features a full cast performance of the Pulitzer Prize-winning play by Wendy Wasserstein.
Para obtener el estatus de asociación de utilidad pública, una organización debe estar registrada durante al menos 2 años, demostrar que puede cumplir con sus estatutos, y presentar una solicitud, memorias de actividades de los últimos 2 años, cuentas anuales de los últimos 2 años, y certificaciones de Hacienda, Seguridad Social, IAE e intención de solicitar el estatus firmadas por su junta directiva.
El documento habla sobre la importancia de la atención al usuario o cliente en las organizaciones. Explica que brindar un buen servicio al cliente es fundamental para el éxito de una compañía. También discute conceptos como la tolerancia, empatía, comunicación, capacidad técnica y resultados como competencias clave para el área de atención al cliente. Finalmente, resalta que las relaciones humanas positivas entre empleados y con los clientes son fundamentales para lograr un excelente servicio.
Este documento discute o comércio eletrônico, mercados digitais e mercadorias digitais. Ele explora como o comércio eletrônico transformou o marketing e os negócios, incluindo diferentes tipos de comércio eletrônico e como afetou transações B2B. Também discute o papel do m-commerce e questões importantes na construção de sites de comércio eletrônico.
CMC Teacher Education SIG Presentation; AntoniadouCmcTchrEdSIG
This document summarizes a teacher development program that used online collaboration to help student teachers develop their pedagogical skills. The program used Second Life, emails, Skype and other tools for social interaction. This allowed student teachers to work in their zone of proximal development as they constructed knowledge through discussion and feedback. Analysis of online transcripts showed examples of multivoicedness as student teachers engaged in shared knowledge construction and reflected on their teaching practices. Overall the program helped align the student teachers' skills with established teaching criteria through meaningful online collaboration.
CMC Teacher Education SIG Presentation; O’DowdCmcTchrEdSIG
The document describes the development of a model for defining the competencies of telecollaborative language teachers using the Delphi method. It involved gathering expert opinions through iterative questionnaires to establish consensus without experts needing to meet in person. Over multiple rounds, statements describing teacher competencies were refined based on expert feedback to develop a comprehensive, applicable model that accounts for different forms of telecollaboration.
This document contains personal and professional details for Ritika Chopra. She is currently employed as an Accounts Executive at Five Core Electronics Ltd in New Delhi, India, where her responsibilities include maintaining accounts, preparing reports, handling banking, and reconciling accounts. Previously, she worked as an Accounts Executive at AlankitAssignments Ltd from 2008 to 2015. Ritika holds a BCA from INGNOU University and has over 7 years of experience in accounting roles. She is proficient in accounting software like Tally and databases like Oracle and MS Access.
The document provides guidelines for students completing an investigatory project, including:
1) The objectives are to apply chemistry concepts, develop interest in scientific work, provide educational opportunities through participation in research, and recognize student efforts.
2) The project write-up should follow a specified format including a title page, abstract, methodology, results and discussion, and conclusions.
3) Scientific fraud and plagiarism will not be tolerated and fraudulent projects will be disqualified.
This short document promotes the creation of presentations using Haiku Deck on SlideShare. It includes a stock photo and text suggesting the reader may be inspired to create their own Haiku Deck presentation. A call to action is given to get started making a presentation on the SlideShare platform.
La Unión Europea ha acordado un embargo petrolero contra Rusia en respuesta a la invasión de Ucrania. El embargo prohibirá las importaciones marítimas de petróleo ruso a la UE y pondrá fin a las entregas a través de oleoductos dentro de seis meses. Esta medida forma parte de un sexto paquete de sanciones de la UE destinadas a aumentar la presión económica sobre Rusia y privar al gobierno de Vladimir Putin de fondos para financiar la guerra.
Dokumen tersebut membahas definisi dan jenis-jenis abortus seperti abortus komplet, inkomplet, insipiens, iminens, missed abortion, habitualis, dan septik. Juga dibahas kriteria diagnosis, pemeriksaan pendukung, terapi, dan komplikasi yang mungkin terjadi pada abortus.
Science Research Paper-The Modernization of the QR code through Color and Brightness Levels
1. 1
The Modernization of the QR Code through
Color and Brightness Level
Report Written by
Joonu Ryu
2. 2
Abstract
The QR code is now ubiquitous around us. However, QR is actually an old technology that was
never meant for the application we see today. Looking back at its origin, QR was developed when
color printing was expensive and camera resolutions were poor. Everything about it, monochrome
and large blocky print, reflects the limitations around the time of its invention, and it is not the
optimal way of conveying information. This research attempted to modernize QR code by
employing color and brightness levels while preserving the basic technology intact. The first phase
of this research involved combining three QR codes into one RGB Color QR code, which could hold
three times more information than a normal QR, and this was successfully accomplished. The
second phase involved combining QR codes using their bit depths resulting in a QR code that could
hold two times more data than a regular QR. Finally, the last phase combined the first and second
phases together to create a Color QR that could hold six times more data than a regular QR code.
However, the last two phases were only about 60% reliable. Just by updating the color QR reader
apps, we can pack three times to six times more information in QR of a given size. The attractive
coloring is a welcome side effect.
3. 3
The Table of Contents
Contents
Abstract........................................................................................................................................... 2
The Table of Contents..................................................................................................................... 3
Hypothesis....................................................................................................................................... 5
Background Research ..................................................................................................................... 6
Origins of the QR Code................................................................................................................ 6
The Barcode............................................................................................................................. 6
What is a QR Code?..................................................................................................................... 9
History of the QR Code............................................................................................................ 9
Anatomy of a QR code............................................................................................................. 9
Difference between Color and Grey level................................................................................. 10
Materials List................................................................................................................................. 11
Variables........................................................................................................................................ 12
Independent.............................................................................................................................. 12
Dependent................................................................................................................................. 12
Constant .................................................................................................................................... 12
Programming Procedure............................................................................................................... 13
4. 4
Data Analysis and Discussion........................................................................................................ 17
Data ........................................................................................................................................... 17
Brightness Calibration ........................................................................................................... 19
Discussion.................................................................................................................................. 21
Conclusion..................................................................................................................................... 22
Ideas for Future Research............................................................................................................. 23
Acknowledgements....................................................................................................................... 24
Works Cited................................................................................................................................... 25
Appendix ....................................................................................................................................... 27
5. 5
Hypothesis
The QR code is capable of carrying many times more information by leveraging the advancement
and affordability of modern printing technology without having to change its basic algorithm.
6. 6
Background Research
Origins of the QR Code
The Barcode
There are many ways to store data and information other than using the QR code. Its
predecessor, the barcode, was the first type of technology that could effectively hold data.
The barcode is a popular automatic identification technology that is used in many fields, such as
industry, marketing, and manufacturing. It has facilitated data storage management and not to
mention, the length of the shopping lines at a supermarket. Barcodes comprises a series of bars
and white spaces that are printed in ratios (BhaskerRaj, 2001), and these are what conveys the
information. They can hold any type of information. However, a limiting factor is its data
capacity. Barcodes, which could only hold a few characters, are now more efficient and can
hold much more information due to more inventions of barcode symbologies, which are a set
of rules that relate the coded message with the barcode pattern. (BhaskerRaj, 2001)
History of the Barcode
The idea of the barcode was brought up when the president of a local fast food chain requested
an automatic checkout system to be researched. Bernard Silver and Norman Joseph Woodland,
both Drexel Institute of Technology (DIT) graduates, agreed to start researching on a system.
(Bokor, 2001) After studying variegated concepts, Silver and Woodland developed and
patented the first barcode off of the idea of Morse code. Woodland later became employed at
IBM and hoped to further develop the technology there, but economically it wasn’t in demand.
7. 7
Thus, they sold it to another company to Philco, who sold it to RCA later on. (Yan, Zhang, Yang,
& Huansheng, 2008)
Finally, the technology became needed, especially by fast food restaurants and markets, who
wanted a facilitated way to automatically keep inventory and checkout food/market items. In
1966, the National Association of Food Chains began discussing the aforementioned concept.
RCA, which recently bought the rights to develop Woodland’s barcode patent, edited his
barcode concept. (Bokor, 2001) In 1981, the United States Department of Defense officially
established the use of the barcode in marketing and in industrial processes by using the
technology to mark all products that were sold to the military.
Barcode/QR code use Binary Code
Figure 1
All data or information from pictures, videos, to documents, are stored using binary code.
Binary code, which is the use of two numbers, most commonly 0 and 1, is the easiest way
computers can recognize and read data and thus, the barcode was built to accommodate to this
characteristic. In a barcode, the black lines represent 1 and the white spaces represent 0. When
the barcode is scanned by a scanner, the computer reads the binary code in one string such as
01001010, which could represent a letter or a decimal number.
8. 8
Anatomy of the Barcode
Figure 2
Most barcodes usually comprise a start character, data characters, a stop character, and quiet
zones. (Kato, Chai, & Tan, 2010)Quiet zones are the most outer white parts of a barcode, and is
needed to read the data in the barcode. The start character and stop character are several bars
located at the beginning and end of a barcode, and tell the scanner when to start and stop
scanning. The data characters are the bars that represent the binary code. This code is then
read by the scanner and translated into characters or numbers.
Applications of the Barcode
The most well-known barcode users have been retailers in the supply chain. (Kato, Chai, & Tan,
2010). It was actually the retailers who took the initiative to develop an invention such as the
barcode. Today, the barcode type called Universal Product Code (UPC) is widely used in item
identification. In manufacturing and industry, barcodes have been used to mark items and
manage storage and production of those items. More recently, due to barcode’s limited data
9. 9
capacity, industries such as Toyota are using 2D barcodes or more commonly known as QR
codes (Kato, Chai, & Tan, 2010).
What is a QR Code?
QR codes are 2D matrix barcodes that use the same 0 1 (Binary) symbology. They are very
famous for their use in industry as well as marketing, as seen being used by smart phone
applications. The QR code has also replaced the 1D barcode, due to its lack of data capacity and
efficiency. 2D barcode technology has many advantages from large data storage capacity, high
information density, strong error-correcting, to high readability and reliability (Jiang, Ma, &
Chen, 2010).
History of the QR Code
Developed by Denso Wave in Japan 1994, the QR code became a sensation, and today it is
ubiquitous around us. Due to the 1D barcode’s lack of data capacity, Denso Wave was asked to
develop a code that could do just the same function as the 1D barcode but hold more data.
Initially designed to track vehicle manufacturing processes, the QR code is now being used in a
wide variety of fields from marketing, industry, to education. (Winter, 2011)
Anatomy of a QR code
The QR code is very similar to the barcode when comparing their anatomies. Both consist of
quiet zones and detection bars/boxes that signal the scanning device to start reading the
barcode/QR. However, the QR diverges away from a 1D barcode when it comes to its data
storage method. Its ability to store data along two dimensions allows it to have increased data
capacity and reliability, and its ability to store data and error correction code into the QR allows
10. 10
the scanner to read the QR even under extreme light conditions. A diagram of this is shown in
figure 3.
Figure 3
In addition, the QR code has a total 40 versions, with version 1 being the smallest and version
40 being the largest. Size is determined by the number of modules or boxes the QR code has.
For example, the largest QR, version 40 has 177x177 modules. The more modules, the more
data it can hold. However, it becomes much harder to read. (Standardization & Commission,
2000)
Difference between Color and Grey level
Grey level is a series of values in a 2-dimensional list. The computers read these values as
different shades of black. However, color pictures have a 3-dimensional list with 3 values
representing each pixel rather than 1 like grey level pictures. These 3 values are called R, G, and
B values or Red, Green and Blue. Each value commands the device to portray a certain contrast
of Red, Green, or Blue, and as a result, the 3 colors blend to form other colors such as cyan,
purple, and black.
11. 11
Materials List
Wolfram Mathematica 10 Student Edition
iPhone 4S 1080p Back Camera
QR Code Documentation
Color Printer
Computer (Processor: Intel(R) Core(TM) i7-4700MQ CPU @ 2.40 GHz) and 16 GB of RAM
used for this research)
12. 12
Variables
Independent
Number of colors in QR
Number of grey levels (bit depth) in QR
The number of pixels per QR block
Dependent
Readability of the QR code
Data capacity per area of print
Constant
Amount of Information
13. 13
Programming Procedure
Phase 1: Color QR code with 1 grey level
1. Break any input text into three sub strings evenly. Pad the string at the end if necessary.
2. Generate traditional QR code of each sub string. Each of three resulting QR code images
has boxes that should be 2 times bigger than it would have been if the original string
was generated as a single QR code image. This larger box size leads to easier
readability.
Figure 1: Concept behind the Color QR Code
3. Convert the white of each of three QR code generated above to Red, Green and Blue
respectively.
14. 14
4. Add corresponding pixels of above three RGB QR codes. This produces a single color QR
code image that has twice as large boxes and yet contains the original text.
Phase 2: QR code with 2 grey levels
5. Take any example text. Break the text into two sub strings evenly. Pad the string if
necessary.
6. Generate a QR code for each sub string.
7. Store one of the QR codes using the upper 4 bits.
8. Store the other QR code using the lower 4 bits
9. Merge the bits per each pixel.
10. The result should be byte data that has the first four bits of the first QR code’s data set
and the last four bits of the second QR code’s data set combined for each byte.
11. Convert the new data set into an image.
12. This produces a single QR code of four gray level that holds all of the original text. The
box size should remain equal to the original two QR codes.
Phase 3: Color QR code with 2 grey levels
13. Divide any input text into 6 sub strings, each with equal lengths.
14. Using the same technique as phase 2, generate a QR code images with 2 grey levels;
that is, two regular QR codes images combined into one using their bit depths.
Generate three sets of two level QR code images as described in phase 2.
15. Generate 2 more QR codes images with 2 grey levels each. Make sure all three QR codes
consist of an equal amount of data. Pad the data if needed. Combine three QR codes by
using RGB as described in phase 1.
15. 15
16. This produces a single QR code made of three colors and four intensities that contains
six times more data with boxes that are 9 times larger than a regular QR code’s box size.
Figure 2: Grey Level Combination
Phase 4: How to read multi-level color QR code image
17. Take a picture of multi-level color QR code image
18. Separate the three color components of each pixel two form 3 separate images.
19. Use the traditional QR reading algorithm to retrieve the text data from the 3 QR codes
Phase 5: Separation of color QR with 2 grey levels
20. Separate the colors as described in phase 4.
21. This time the resulting 3 QR codes should comprise 4 different grey levels. However,
since the picture of the multi-level color QR code was taken under a specific
environment, the grey levels will be distorted. Thus, reduce the number of grey levels to
exactly four (Color Quantization).
22. Once reduced, separate the QR code into two QR codes by using the four higher bits and
the four lower bits of the image. Apply this to the other 2 QR codes.
23. The final result is 6 traditional QR codes that can be read using the traditional algorithm.
Concatenate the extract text. *(The final algorithm is pasted in the Appendix)
20. 20
5:3 Combined QR
Color QR vs. Black/White QR - 1:4 Size difference
Black/White QR vs. Multi-grey level color QR - 1:9 Size difference
21. 21
Discussion
Although a color QR that comprised 6 regular QR codes was successfully generated, through
many trials and experiments, the extraction phase of the QR code was unreliable because the
QR codes that were extracted were too distorted to be read. Lighting most likely created this
problem, and it could possibly be the primary reason behind the error produced by the
algorithm. Color Quantization was applied, which made the extraction possible, but it could not
fix the issue. To further explore the problem, brightness calibration charts were set up around a
QR code, and depending how much the brightness changed on the calibration charts would also
show how much the brightness changed in the Color QR code. In the end, it was evident that
the four different brightness levels were too close to each other in value, thus making it difficult
for the algorithm to differentiate and separate the different shades of gray. Color QR separation
was successful but Multi-Gray level Color QR separation was not. However, it was discovered
that each box size for the Color QR was four times bigger and each box size for the Multi-gray
level Color QR was nine times bigger than those of a regular QR code.
22. 22
Conclusion
This research demonstrated that it is possible to hold and transmit much more information using
the same paper area and at the same resolution by employing color and gray scale in QR
code. More specifically, by using color, 3 different QR codes were able to be combined into 1
color QR while holding the resolution constant, resulting in a 30.2% increase of the box size, which
increased the readability of the QR. This research also attempted to use gray scale to store 2
times more information resulting in 6x information density when combined with color. But it was
deduced to be unreliable after many trials showed data distortion when scanned. This method can
be easily adopted because this expanded capacity can be achieved by a simple pre-processing and
post-processing in the app, without requiring any investment or modifications in technology,
hardware, algorithm or any change of standards.
23. 23
Ideas for Future Research
This research successfully combined 6 QR codes into one multi-grey level color QR. However,
the algorithm that attempted to read the multi-grey level color QR turned out to be unreliable
because it could not often read the color QR accurately due to QR data distortion within the QR
code itself. Through data and observations, it was evident that the algorithm could not
differentiate the four brightness levels accurately, thus producing six QR codes that were too
distorted to be read. Although a brightness calibration chart was used, the algorithm failed to
differentiate the four brightness values. However, if a black piece of paper is placed under the
Color QR, the algorithm might be able to differentiate the dark shades gray from the light ones
more accurately since the black paper contrasts best against lighter colors. Different lighting
will also be used to find the optimum environment to read a color QR.
24. 24
Acknowledgements
This research could not have been possible without the help of my parents, mentors, and
especially God. I specially thank Dr. Choi for aiding and guiding me through this research as well
as Mrs. Lee who also directed me. I would also like to thank my parents who encouraged me
when I hit brick walls during my research and limitations. Finally, I would like to thank God above
all else who gave me this wonderful opportunity to study and research the application of color
and brightness levels on the QR code.
25. 25
Works Cited
Bhasker, R. (2001). Bar Codes. New Delhi, India: Tata McGraw-Hill Education, 2001. Retrieved
February 21, 2015
Bokor, L. (2001). Bar Codes. Retrieved from cs.iusb:
http://www.cs.iusb.edu/internship/papers/laslo/Bar_Code.html
contributors, W. (n.d.). Barcode. Retrieved from Wikipedia:
http://en.wikipedia.org/wiki/Barcode
Jiang, X., Ma, M. Y., & Chen, C. W. (2010). Mobile Multimedia Processing: Fundamentals,
Methods, and Applications (illustrated ed.). (X. Jiang, M. Y. Ma, & C. W. Chen, Eds.)
Heidelberg, Germany: Springer Science & Business Media. Retrieved February 17, 2015
Kato, H., Chai, D., & Tan, K. T. (2010). Barcodes for Mobile Devices. Cambridge , New York,
United States of America: Cambridge University Press.
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identification and data capture techniques - Bar code symbology - QR code.
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Winter, M. (2011). Scan Me-Everybody's Guide to the Magical World of Qr Codes. Napa,
California, United States of America: Westsong Publishing. Retrieved February 23, 2015
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Group Inc. Retrieved February 20, 2015
26. 26
Yan, L., Zhang, Y., Yang, L. T., & Huansheng, N. (2008). The Internet of Things: From RFID to the
Next-Generation Pervasive Networked Systems. Boca Raton, Florida, United States of
America: Auerbach Publications. Retrieved February 20, 2015
27. 27
Appendix
These are a list of algorithms that were written/discovered during this research.
This function converts any data into Color QR
by using both Color and GreyLevel specified by n.
sfProduceMultiGreyLevelColor6QRWithData data , n :
Module list, length, separated, hp, qrData1,
join1, toCode1, fromCode1, qr1, qrData2, join2,
toCode2, fromCode2, qr2, qrData3, join3, toCode3,
fromCode3, qr3, qrData4, join4, toCode4, fromCode4,
qr4, qrData5, join5, toCode5, fromCode5,
qr5, qrData6, join6, toCode6, fromCode6,
qr6, imData1, imData2, wiped1, wiped2,
combined1, combined2, combined3, imData3,
imData4, wiped3, wiped4, imData5, imData6,
wiped5, wiped6, cImage1, cImage2, cImage3 ,
hp sfBreakStringsIntoN data, 6 ;
qrData1 Flatten Take hp, 1 ;
join1 StringJoin qrData1 ;
toCode1 ToCharacterCode join1 ;
fromCode1 FromCharacterCode toCode1 ;
qr1 BarcodeImage fromCode1, "QR" ;
qrData2 Flatten Take hp, 2 ;
join2 StringJoin qrData2 ;
toCode2 ToCharacterCode join2 ;
fromCode2 FromCharacterCode toCode2 ;
qr2 BarcodeImage fromCode2, "QR" ;
qrData3 Flatten Take hp, 3 ;
join3 StringJoin qrData3 ;
toCode3 ToCharacterCode join3 ;
fromCode3 FromCharacterCode toCode3 ;
qr3 BarcodeImage fromCode3, "QR" ;
qrData4 Flatten Take hp, 4 ;
join4 StringJoin qrData4 ;
toCode4 ToCharacterCode join4 ;
fromCode4 FromCharacterCode toCode4 ;
qr4 BarcodeImage fromCode4, "QR" ;
qrData5 Flatten Take hp, 5 ;
join5 StringJoin qrData5 ;
toCode5 ToCharacterCode join5 ;
fromCode5 FromCharacterCode toCode5 ;
qr5 BarcodeImage fromCode5, "QR" ;
qrData6 Flatten Take hp, 6 ;
join6 StringJoin qrData6 ;
toCode6 ToCharacterCode join6 ;
fromCode6 FromCharacterCode toCode6 ;
This function converts any data into Color QR
by using both Color and GreyLevel specified by n.
sfProduceMultiGreyLevelColor6QRWithData data , n :
Module list, length, separated, hp, qrData1,
join1, toCode1, fromCode1, qr1, qrData2, join2,
toCode2, fromCode2, qr2, qrData3, join3, toCode3,
fromCode3, qr3, qrData4, join4, toCode4, fromCode4,
qr4, qrData5, join5, toCode5, fromCode5,
qr5, qrData6, join6, toCode6, fromCode6,
qr6, imData1, imData2, wiped1, wiped2,
combined1, combined2, combined3, imData3,
imData4, wiped3, wiped4, imData5, imData6,
wiped5, wiped6, cImage1, cImage2, cImage3 ,
hp sfBreakStringsIntoN data, 6 ;
qrData1 Flatten Take hp, 1 ;
join1 StringJoin qrData1 ;
toCode1 ToCharacterCode join1 ;
fromCode1 FromCharacterCode toCode1 ;
qr1 BarcodeImage fromCode1, "QR" ;
qrData2 Flatten Take hp, 2 ;
join2 StringJoin qrData2 ;
toCode2 ToCharacterCode join2 ;
fromCode2 FromCharacterCode toCode2 ;
qr2 BarcodeImage fromCode2, "QR" ;
qrData3 Flatten Take hp, 3 ;
join3 StringJoin qrData3 ;
toCode3 ToCharacterCode join3 ;
fromCode3 FromCharacterCode toCode3 ;
qr3 BarcodeImage fromCode3, "QR" ;
qrData4 Flatten Take hp, 4 ;
join4 StringJoin qrData4 ;
toCode4 ToCharacterCode join4 ;
fromCode4 FromCharacterCode toCode4 ;
qr4 BarcodeImage fromCode4, "QR" ;
qrData5 Flatten Take hp, 5 ;
join5 StringJoin qrData5 ;
toCode5 ToCharacterCode join5 ;
fromCode5 FromCharacterCode toCode5 ;
qr5 BarcodeImage fromCode5, "QR" ;
qrData6 Flatten Take hp, 6 ;
join6 StringJoin qrData6 ;
toCode6 ToCharacterCode join6 ;
28. 28
qrData4 Flatten Take hp, 4 ;
join4 StringJoin qrData4 ;
toCode4 ToCharacterCode join4 ;
fromCode4 FromCharacterCode toCode4 ;
qr4 BarcodeImage fromCode4, "QR" ;
qrData5 Flatten Take hp, 5 ;
join5 StringJoin qrData5 ;
toCode5 ToCharacterCode join5 ;
fromCode5 FromCharacterCode toCode5 ;
qr5 BarcodeImage fromCode5, "QR" ;
qrData6 Flatten Take hp, 6 ;
join6 StringJoin qrData6 ;
toCode6 ToCharacterCode join6 ;
fromCode6 FromCharacterCode toCode6 ;
qr6 BarcodeImage fromCode6, "QR" ;
imData1 ImageData qr1, "Byte" ;
imData2 ImageData qr2, "Byte" ;
wiped1 If n 1, Map BitAnd , 128 &, imData1 ,
If n 2, Map BitAnd , 192 &, imData1 ,
If n 3, Map BitAnd , 224 &, imData1 ,
If n 4, Map BitAnd , 240 &, imData1 ,
If n 5, Map BitAnd , 248 &, imData1 ;
wiped2 If n 1, Map BitAnd , 127 &, imData2 ,
If n 2, Map BitAnd , 63 &, imData2 ,
If n 3, Map BitAnd , 31 &, imData2 ,
If n 4, Map BitAnd , 15 &, imData2 ,
If n 5, Map BitAnd , 7 &, imData2 ;
combined1 wiped1 wiped2;
imData3 ImageData qr3, "Byte" ;
imData4 ImageData qr4, "Byte" ;
wiped3 If n 1, Map BitAnd , 128 &, imData3 ,
If n 2, Map BitAnd , 192 &, imData3 ,
If n 3, Map BitAnd , 224 &, imData3 ,
If n 4, Map BitAnd , 240 &, imData3 ,
If n 5, Map BitAnd , 248 &, imData3 ;
wiped4 If n 1, Map BitAnd , 127 &, imData4 ,
If n 2, Map BitAnd , 63 &, imData4 ,
If n 3, Map BitAnd , 31 &, imData4 ,
If n 4, Map BitAnd , 15 &, imData4 ,
If n 5, Map BitAnd , 7 &, imData4 ;
combined2 wiped3 wiped4;
imData5 ImageData qr5, "Byte" ;
imData6 ImageData qr6, "Byte" ;
wiped5 If n 1, Map BitAnd , 128 &, imData5 ,
If n 2, Map BitAnd , 192 &, imData5 ,
If n 3, Map BitAnd , 224 &, imData5 ,
If n 4, Map BitAnd , 240 &, imData5 ,
If n 5, Map BitAnd , 248 &, imData5 ;
wiped6 If n 1, Map BitAnd , 127 &, imData6 ,
If n 2, Map BitAnd , 63 &, imData6 ,
If n 3, Map BitAnd , 31 &, imData6 ,
If n 4, Map BitAnd , 15 &, imData6 ,
If n 5, Map BitAnd , 7 &, imData6 ;
combined3 wiped5 wiped6;
29. 29
The Algorithm below reads a Color QR.
sfReadColorQR qr , level :
Module alphaExtracted, qrImage, colorSeparated,
binarized, qrscanned, totalData, qrImageSized ,
qrImageSized Image ImageData qr , ImageSize level ;
alphaExtracted ImageData Blur qrImageSized All, All, 1 ;; 3 ;
qrImage Image alphaExtracted ;
colorSeparated ColorSeparate qrImage ;
binarized Map Binarize &, colorSeparated
imData5 ImageData qr5, "Byte" ;
imData6 ImageData qr6, "Byte" ;
wiped5 If n 1, Map BitAnd , 128 &, imData5 ,
If n 2, Map BitAnd , 192 &, imData5 ,
If n 3, Map BitAnd , 224 &, imData5 ,
If n 4, Map BitAnd , 240 &, imData5 ,
If n 5, Map BitAnd , 248 &, imData5 ;
wiped6 If n 1, Map BitAnd , 127 &, imData6 ,
If n 2, Map BitAnd , 63 &, imData6 ,
If n 3, Map BitAnd , 31 &, imData6 ,
If n 4, Map BitAnd , 15 &, imData6 ,
If n 5, Map BitAnd , 7 &, imData6 ;
combined3 wiped5 wiped6;
cImage1 Image combined1 ImageAdjust;
cImage2 Image combined2 ImageAdjust;
cImage3 Image combined3 ImageAdjust;
ColorCombine cImage1, cImage2, cImage3