E-learning System
For Hearing Impaired Students
This section contains domain details of SNAP e-learning
In the year 2020 the World encountered a Global Pandemic Problem with the spread
of COVID-19 virus. This pandemic situation transformed many of the industries to Online basis
with the use of Internet. This new transformation of Industries to Online was quickly adapted by
the people around the globe. One such sector which transformed to Online was the education
sector where students started learning through online platforms.
Even though this
transformation was effective in continuing the learning some group of people encountered lots of
difficulties compared to traditional learning. One such group of people is the Hearing-Impaired
people. In the author states that the study made by WHO had suggested that approximately 466
million of total population around the world has some sort of hearing deficiency in 2018. This
is a total of 6.1% of the world’s population. Out of this 432 million are adults and 34 million
are children.
In relation to the literature surveys that were conducted for the module of
text-to-sign language conversion, few research gaps were discovered and listed below:
• Communication gap between hearing impaired students and tutors
• No low light enhancement and Captioning for eLearning system
• No proper e-learning system for hearing-impaired community
• Existing systems only have recorded videos of sign language representation
which takes additional human effort.
• Hearing-impaired community couldn't clear their doubts using any e-learning
system.
There is no LMS on teaching sign language.
The sign language tutors
are lack of knowledge in teaching online platform.
Lack of dataset for sign
language.
Collecting a considerable amount of dataset takes time.
Solving communication and learning barrier between tutors and hearing-impaired
students through learning Management System.
Changing physical learning environment to virtual environment for hearing
impaired students
Motivating hearing-impaired students to adapt virtual
learning.
Improving Engagement of hearing-impaired students in Web
contents.
Providing hearing-impaired students to involve in clearing their doubts through
Sign Language
Automatic low light detection using proposed algorithm
Automatic
low light enhancement
Automatic captioning for uploaded video
Video pre-processing
Building a model for identifying sign
language.
Fine-tune text and make it a meaningful sentence.
Converting extracted caption into ASL grammar using NLP
Automating ASL
video conversation using string matching algorithm
Converting text into ASL video
Building a model using CNN to interpret signs
Checking the
accuracy of the user's hand image
Creating an API to fetch the identified letters
This section has details about SNAP e-Learning project
Presentation: 6% | Proposal
Report: 6%
The explanation how individual components
are developing within the year to achieve the final research product.
Presentation: 10% |
Report: 5%
A live demonstration with a
presentation to justify the 50% completeness of the research product.
Presentation: 12% | Code
Evaluation: 6%
A live demonstration with a presentation
to justify the 90% completeness of the research product.
The video-captured demonstration
to present the final view of the completed research product.
Presentation: 10% | Final
Reports: 19%
The final detailed demonstration of the
product which was done as the last stage of the research.
PP I: 15% | PP II: 12% | Final
Presentation: 10%
The questionnaire session with the
research panel based on the flow of the research, SNAP e-Learning.
This section includes already-produced documents and the documents which are
pending to produce.
The formal documentation which used to share the understanding of the
project’s scope, development, and objectives, while defining the roles and responsibilities
of each member involved.
A detailed documentation which gives an idea to the audience of what problems SNAP intends to address and the methods through which intend to achieve the goal. This describes desired product's results and several quality constraints.
An online record book which used to record daily meetings conducted with
supervisor and co-supervisor regarding the research's works. The daily updates in the GitLab
accounts were also reported with the intension of tracking the improvements in the
future.
Status Document-I was maintained individually while containing all the
details about the current progress of each individual component. To prove the progresses the
Gantt charts, WBSs, components' milestones and the details of the meetings with the
supervisor were presented.
The research paper submitted by the team to an international conference.
This paper dicusses the main aspects of the research and specific research. The submitted
paper mainly contains four components of each individual research area of our
members.
Five detailed documentations contain information about the overall
product and it's 4 main components respectively. Each report evaluates how the research was
executed, being honest and objective.
This section contains all the slides of presentations based on the research.
A demonstration of individual components are developing within the
year to achieve the final research product
A live demonstration with a presentation to justify the
50%
A live demonstration with a presentation to justify the
90%
The final detailed demonstration of the product which was done as the
last stage of the research.
kRISHNAMOORTHY
vADIVESWARAN
rAVEENDRAN
ARULRAJ
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