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Give me your digits!: introduction and background

Introduction

Digital technology can allow us to save labor and time through the automation of menial tasks. Here we are developing a program to transcribe digits using a computer and a camera. Computers are notorious for excelling at repeating similar tasks/ instructions. The following modules will describe how we have implemented a rudimentary system to acquire, process, and identify handwritten digits (0-9).

Background

The conversion of handwriting to the digital regime has been implemented industrially by the USPS; more theoretical work has been compiled by academia most notably by Dr. Yann Lecun. We identified and classified handwritten digits through the utilization of the MNIST (modified national institute of standards and technology) database and classifiers – which include feature extractors and identifiers. We also preprocessed input images through the usage of morphological operators. All of the computation was done using Matlab version 7.1. The process we have developed and many like it have its usages in a world which is developing and converting to the digital regime.

Process overview

The systematic process of identifying handwritten digits follows 3 major parts: image acquisition, image processing, and identification.

Image acquisition

Firstly in the project an image must be acquired. This part of the project could have been simplified with the usage of a scanning device. Instead we opted for the usage of a digital camera to make our system more flexible. Along the way we found that the images produced by a digital camera required more rigorous image processing steps due to varying input qualities of images.

Database

The MNIST database: Its extensiveness is described here. We tested our identification algorithms using the database alone.

Image processing

This part of the process deals with converting raw input images into the standard MNIST database format. Most notably here we deal with cleaning up images and use morphological operators to help us separate digits.

Identification algorithms

This part of the process deals with extracting features from each individual input digit and comparing them with features of images in the MNIST database. Feature extraction was implemented in the field with the 2D FFT. Identification/ classification or the actual matching algorithms goes into the regime of computer science courses and is slightly out of the scope of this course.

Questions & Answers

what is the stm
Brian Reply
is there industrial application of fullrenes. What is the method to prepare fullrene on large scale.?
Rafiq
industrial application...? mmm I think on the medical side as drug carrier, but you should go deeper on your research, I may be wrong
Damian
How we are making nano material?
LITNING Reply
what is a peer
LITNING Reply
What is meant by 'nano scale'?
LITNING Reply
What is STMs full form?
LITNING
scanning tunneling microscope
Sahil
how nano science is used for hydrophobicity
Santosh
Do u think that Graphene and Fullrene fiber can be used to make Air Plane body structure the lightest and strongest. Rafiq
Rafiq
what is differents between GO and RGO?
Mahi
what is simplest way to understand the applications of nano robots used to detect the cancer affected cell of human body.? How this robot is carried to required site of body cell.? what will be the carrier material and how can be detected that correct delivery of drug is done Rafiq
Rafiq
what is Nano technology ?
Bob Reply
write examples of Nano molecule?
Bob
The nanotechnology is as new science, to scale nanometric
brayan
nanotechnology is the study, desing, synthesis, manipulation and application of materials and functional systems through control of matter at nanoscale
Damian
Is there any normative that regulates the use of silver nanoparticles?
Damian Reply
what king of growth are you checking .?
Renato
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
Stoney Reply
why we need to study biomolecules, molecular biology in nanotechnology?
Adin Reply
?
Kyle
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
Adin
why?
Adin
what school?
Kyle
biomolecules are e building blocks of every organics and inorganic materials.
Joe
anyone know any internet site where one can find nanotechnology papers?
Damian Reply
research.net
kanaga
sciencedirect big data base
Ernesto
Introduction about quantum dots in nanotechnology
Praveena Reply
what does nano mean?
Anassong Reply
nano basically means 10^(-9). nanometer is a unit to measure length.
Bharti
do you think it's worthwhile in the long term to study the effects and possibilities of nanotechnology on viral treatment?
Damian Reply
absolutely yes
Daniel
how to know photocatalytic properties of tio2 nanoparticles...what to do now
Akash Reply
it is a goid question and i want to know the answer as well
Maciej
characteristics of micro business
Abigail
for teaching engĺish at school how nano technology help us
Anassong
How can I make nanorobot?
Lily
Do somebody tell me a best nano engineering book for beginners?
s. Reply
there is no specific books for beginners but there is book called principle of nanotechnology
NANO
how can I make nanorobot?
Lily
what is fullerene does it is used to make bukky balls
Devang Reply
are you nano engineer ?
s.
fullerene is a bucky ball aka Carbon 60 molecule. It was name by the architect Fuller. He design the geodesic dome. it resembles a soccer ball.
Tarell
what is the actual application of fullerenes nowadays?
Damian
That is a great question Damian. best way to answer that question is to Google it. there are hundreds of applications for buck minister fullerenes, from medical to aerospace. you can also find plenty of research papers that will give you great detail on the potential applications of fullerenes.
Tarell
how did you get the value of 2000N.What calculations are needed to arrive at it
Smarajit Reply
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Source:  OpenStax, Elec 301 projects fall 2008. OpenStax CNX. Jan 22, 2009 Download for free at http://cnx.org/content/col10633/1.1
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