SlideShare a Scribd company logo
1 of 4
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1619
Portable Camera based Assistive Text and Label Reading for
Blind Persons
Akanksha Rathi1, Dr. A.V. Nikalje2
1M.Tech. Student (Department of Electronics and Telecommunication Engineering, Deogiri Institute of
Engineering and Management Studies, Aurangabad, India)
2Assistant Professor (Department of Electronics and Telecommunication Engineering, Deogiri Institute of
Engineering and Management Studies, Aurangabad, India)
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - This paper presents a camera-based label assistive
system to help blind persons to read names on the products
through image capturing. The portable system captures the
images and text written which are placed in front of the Pi
camera can be read out using speakers interfaced to the
Raspberry Pi model. The Image is fed to input of Raspberry Pi
processor OCR .OCR used to convert virtually images
containing written text intomachine-readable text data. Then
Google Text to Speech Convertor (GTTS) is usedtoconverttext
entered in to the audio .That audio blind person get audio
through speaker.
Key Words: Raspberry PI, Optical character recognition
(OCR), Google Text to Speech Convertor (GTTS), Speaker
1. INTRODUCTION
Globally, at least 2.2 billion people have a vision impairment
or blindness, of whom at least 1 billion have a vision
impairment that could have been prevented or has yet to be
addressed. A major part of this population is still blind even
in developed countries. If blind people or people with
significant visual impairment can read from hand held
objects, nearby sign posts or product labels then this will
enhance their independent living and thereby faster
economic and social self-sufficiency. It is a fact that all over
the world that the visually impaired (partially or completely
blind) people face a lot of difficulties in reading,identifyinga
product, and avoiding the obstacles. According to the
development in today’s technology towards the computer
vision, digital camera and portable computersitisfeasibleto
develop a camera-basedtechnologythatcombinescomputer
vision technology with other commercial products such as
OCR systems.
2. BLOCK DIAGRAM
Figure shows the Block diagram containing Raspberry PI, PI
camera, HDMI display.
Fig-1: Block Diagram of Portable Camera based
assistive system for blind persons
3. WORKING PRINCIPLE
The system captures the document andimagewhichplacein
front of PI camera. It connected to Raspberry PI model in
that Optical CharacterRecognition(OCR)present.TheImage
is fed to OCR, It is electronic conversion of image and
document in to the computer language. The Goggle Text to
speech converter is used to convert the data in to the audio
.The audio is then listen by earphone or speaker connected
to the Bluetooth.
4. OPTICAL CHARACTER READER (OCR)
Optical Character Reader (OCR) is the electronics or
mechanical conversion of imaged type, handwritten or
printed text in to a machineencodedtext.OCRisusedforfirst
scanning the data then converting in to the text. Widely used
as a form of information entry from printed paper data
records whether passport documents, invoices, Bank
Statements computerized receipts, business cards, mail,
printouts of static-data, or any suitable documentation
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1620
Fig 2 –OCR Process Flow
4.1 Pre –Processing:
OCR software often "pre-processes" images to improve the
chances of successful recognitionSegmentationof fixedpitch
founts is accomplished relatively simply by aligning the
image to a uniform grid based on where vertical grid lines
will least often intersect black areas.For proportional founts
more sophisticated techniques are needed because
whitespace between letters can sometimes be greater than
that between words, and vertical lines can intersect more
than one character
4.2 Character Recognition:
Matrix matching involves comparing an image to a stored
glyph on a pixel-by-pixel basis; it is also known as "pattern
matching”, this relies on the input glyph being correctly
isolated from the rest of the image, and on the stored glyph
being in a similar font and at the same scale. Software such
as tesseract use a characterrecognition,thisistheadvantage
for unusual founts or low quality scans where the fount is
distorted. The OCR result can be stored in ALTO format.
4.3 Post –Processing:
OCR is the process of turning a picture of text into text
itself—in other words, producing something like a TXT or
DOC file from a scanned JPG of a printedorhandwrittenpage
5. RASBERRY PI
The Raspberry PI is small single board computer developed
in the Kingdom, it is small in size, low cost and it works as a
normal computer at low cost server to handle web traffic.
There are two models - Raspberry Pi 2 and Raspberry Pi 3
Advantages are as bellow
 A 1.2GHz 64-bit quad-core ARMv8 CPU  802.11n Wireless
LAN  Bluetooth 4.1  Bluetooth Low Energy (BLE)  4 USB
ports  40 GPIO pins  Full HDMI port  Ethernet port 
Combined 3.5mm audio jack and composite video  Camera
interface (CSI)  Display Interface (DSI)  Micro SD card slot
 Video Core IV 3D graphics core
Fig 3-Rasbperry PI for Blind persons
6. SOFTWARE IMPLEMENTION
Operating system: Raspbian (Debian) Language: Python2.7
Platform: Tesseract, OpenCV Library
6.1 Import Os:
The OS module in python provides functions for interacting
with operating system. OS, comes under Python's standard
utility modules. This module provides a portable way of
usingoperating system dependentfunctionality. os.system()
method execute the command (a string) in a subshell
6.2 Import time:
The import system Python code in one module gains access
to the code in another module by the process of importing it.
The import statement is the most common way of invoking
the import machinery, but it is not the only way. When the
Import statement is executed,thestandardbuilin_Import_()
function is called.
6.3 Import GPTO:
The GPIO pins on a Raspberry PI are a great way to interface
physical device like buttons and LEDs with the little
processor .In python there’s a library called RPi GPIO that
handles interfacing with the pins.
Import RPi.GPIO
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1621
6.4 Import CV2:
OpenCV-Python is a library of Python bindings designed to
solve computer vision problem solve computer vision
problem .All the OpenCV array structures are converted to
and from Numpy arrays. Thisalsomakesiteasiertointegrate
with other libraries that use Numpy such as SciPy and
Matplotlib.
6.5 Import tesseract OCR:
Python – tesseract is an optical Character recognition (OCR)
tool for python .It will recognize and read the text embedded
in image
7. OPERATING SYSTEM
7.1 Software - Raspbian OS:
Rasbian is a Debian –based computer operating system for
Raspberry PI.Since 2015 it has beenofficiallyprovidedbythe
Raspberry PI foundation as the primary operatingsystemfor
family of raspberry Pi single board computers .It is highly
Optimized for Low performance ARM CPU .It is light weight
as it is main desktop environment.
Fig 4 Rasbian OS
7.2 Hardware
7.2.1 Win32 Disk Imager
Win32 Disk Imager isa compact application that allowsusto
create an image file from a removable storage device such as
a USB drive or an SD memory card. It can be used to back up
the information stored on the device in order to restore it
later.
7.2.2 Platform: Open CV
Open CV (open source computer vision) is a library of
programming function for real time computer vision.
Advantage of Open CV over Matlab is that, Matlab is built on
Java and Java is built on C, when we run Matlab program our
computer is busy trying to interpret all the matlabcode,then
it turns in to Java and finally execute the code. In other hand
Open CV function is written in C/C++ so computer directly
execute the program, so Image processing is done with not
more interpretingotherfunction.SoprogramwritteninOpen
CV run faster than Matlab.
8. PROGRAMMING -PYTHON
Below Python program is used to get the audio output after
Image capturing in PI camera
Fig 5 Python Programming
9. RESULT /OUTPUT
In below Image cameracaptured the photo of Raspberry PI3
in Pi camera, that feed to the Raspberry PI model, OCR
converts the image file in to the machine code that recognize
by the computer and converted in to the text with the use of
GTTS (Google text to speech converter) the text data is
converted in to the speech and output audio is audible by
Bluetooth or speaker connected to it.
Fig 6 Captured Image as Output
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1622
10. CONCLUSION
The proposed system is designed to help blind persons to
read the text label from hand held object in their daily life. So
there in depend living should enhanceandincreasethesocial
growth.
The system capturestheimageofanyhandheldobjectplaced
near the camera of Raspberry PI and with the use of OCR,
GTTS final audio output will be audible to the blind persons.
11. REFERENCES
[1] World Health Organization Blindness facts
http://www.who.int/mediacentre/factsheets/fs282/en/
[2] Ms Komal Mohan Kalbhor, Kale S D, ‘”A survey on
Portable Camera- Based Assistive Text and label Reading
From Hand-Held Object for Blind Persons” International
Resource Journal Of Engineering and Technology
(IRJET),Volume :04 Issue :03 Mar-2017
[3] C. Yi, Y. Tian,” Assistive Text reading from Complex
background forBlind persons“,Proc.IntWorkshopCamera–
Based Document Anal. Recognit, Vol LNCS-7139, pp. 15-28,
2011.
[4] K. Kim, K. Jung, J. Kim, “Texture- based approach for text
detection in image using support vector machines and
continuously adaptive mean shift algorithm", IEEE Trans.
Pattern Anal. Mach. Intell., vol. 25, no.12,pp.1631-1639,Dec.
2008.
[5] B. Epshtein, E. Ofek, Y. Wexler , “Detecting text in natural
scene with smokewidthtransform”,ProceedingofComputer.
Vision pattern Recognition. pp. 2963-2970, 2010
[6] J. Zhang, R. Kasturi,” Extraction of Text object in Video
documents: Recent progress”, Proc. IAPR Workshop
Document Anal. Syst., pp. 5-17, 2008.
[7] Sonal I Shirke , Swati Patil, ‘Portable Camera Based Text
Reading of Object for Blind persons ‘ Internal Research
Journal Of Engineering And Technology(IRJET),Volume:13-
2018
[8] International Journal of Industrial Electronics and
Electrical Engineering, ISSN: 2347-6982 Volume-2, Issue-8,
Aug.-2014.
[9] K Nirmala Kumari, Meghana Reddy J [2016]. Image Text
to Speech Conversion Using OCR Technique in Raspberry Pi.
International Journal of Advanced Research in Electrical,
Electronics and Instrumentation Engineering Vol. 5, Issue 5,
May 2016.
[10] D.Velmurugan, M.S.Sonam, S.Umamaheswari,
S.Parthasarathy,K.R.Arun[2016].ASmartReaderforVisually
Impaired People Using Raspberry PI. InternationalJournalof
Engineering Science andComputingIJESCVolume6IssueNo.
3.

More Related Content

What's hot

Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)vivatechijri
 
Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...
Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...
Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...INFOGAIN PUBLICATION
 
How does ping_work_style_1_gv
How does ping_work_style_1_gvHow does ping_work_style_1_gv
How does ping_work_style_1_gvvgy_a
 
Resume- UPASANA DEWAN
Resume- UPASANA DEWANResume- UPASANA DEWAN
Resume- UPASANA DEWANupasana dewan
 
IRJET- Why Python Rocks for Research....???
IRJET- Why Python Rocks for Research....???IRJET- Why Python Rocks for Research....???
IRJET- Why Python Rocks for Research....???IRJET Journal
 
Professional Skills Highlights
Professional Skills HighlightsProfessional Skills Highlights
Professional Skills HighlightsVideoguy
 
IRJET- Review on Portable Camera based Assistive Text and Label Reading f...
IRJET-  	  Review on Portable Camera based Assistive Text and Label Reading f...IRJET-  	  Review on Portable Camera based Assistive Text and Label Reading f...
IRJET- Review on Portable Camera based Assistive Text and Label Reading f...IRJET Journal
 
IRJET- Online Compiler for Computer Languages with Security Editor
IRJET-  	  Online Compiler for Computer Languages with Security EditorIRJET-  	  Online Compiler for Computer Languages with Security Editor
IRJET- Online Compiler for Computer Languages with Security EditorIRJET Journal
 
IRJET- Chatbot System for Latest Applications and Software
IRJET- Chatbot System for Latest Applications and SoftwareIRJET- Chatbot System for Latest Applications and Software
IRJET- Chatbot System for Latest Applications and SoftwareIRJET Journal
 
Design of a Communication System using Sign Language aid for Differently Able...
Design of a Communication System using Sign Language aid for Differently Able...Design of a Communication System using Sign Language aid for Differently Able...
Design of a Communication System using Sign Language aid for Differently Able...IRJET Journal
 
IRJET- IOT Dune Buggy –Control it from Anywhere
IRJET- IOT Dune Buggy –Control it from AnywhereIRJET- IOT Dune Buggy –Control it from Anywhere
IRJET- IOT Dune Buggy –Control it from AnywhereIRJET Journal
 

What's hot (20)

Embedded Linux dev
Embedded Linux devEmbedded Linux dev
Embedded Linux dev
 
Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)
 
Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...
Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...
Ijaems apr-2016-17 Raspberry PI Based Artificial Vision Assisting System for ...
 
How does ping_work_style_1_gv
How does ping_work_style_1_gvHow does ping_work_style_1_gv
How does ping_work_style_1_gv
 
Resume- UPASANA DEWAN
Resume- UPASANA DEWANResume- UPASANA DEWAN
Resume- UPASANA DEWAN
 
IRJET- Why Python Rocks for Research....???
IRJET- Why Python Rocks for Research....???IRJET- Why Python Rocks for Research....???
IRJET- Why Python Rocks for Research....???
 
Professional Skills Highlights
Professional Skills HighlightsProfessional Skills Highlights
Professional Skills Highlights
 
201001162_report
201001162_report201001162_report
201001162_report
 
IRJET- Review on Portable Camera based Assistive Text and Label Reading f...
IRJET-  	  Review on Portable Camera based Assistive Text and Label Reading f...IRJET-  	  Review on Portable Camera based Assistive Text and Label Reading f...
IRJET- Review on Portable Camera based Assistive Text and Label Reading f...
 
Amaresh_Ku_Mishra_Resume
Amaresh_Ku_Mishra_ResumeAmaresh_Ku_Mishra_Resume
Amaresh_Ku_Mishra_Resume
 
IRJET- Online Compiler for Computer Languages with Security Editor
IRJET-  	  Online Compiler for Computer Languages with Security EditorIRJET-  	  Online Compiler for Computer Languages with Security Editor
IRJET- Online Compiler for Computer Languages with Security Editor
 
Bindu_Resume
Bindu_ResumeBindu_Resume
Bindu_Resume
 
srinu_resume_new
srinu_resume_newsrinu_resume_new
srinu_resume_new
 
Prashant Resume
Prashant ResumePrashant Resume
Prashant Resume
 
IRJET- Chatbot System for Latest Applications and Software
IRJET- Chatbot System for Latest Applications and SoftwareIRJET- Chatbot System for Latest Applications and Software
IRJET- Chatbot System for Latest Applications and Software
 
AUK - CV WO Ref
AUK - CV WO RefAUK - CV WO Ref
AUK - CV WO Ref
 
Design of a Communication System using Sign Language aid for Differently Able...
Design of a Communication System using Sign Language aid for Differently Able...Design of a Communication System using Sign Language aid for Differently Able...
Design of a Communication System using Sign Language aid for Differently Able...
 
Rohan resume
Rohan resumeRohan resume
Rohan resume
 
IRJET- IOT Dune Buggy –Control it from Anywhere
IRJET- IOT Dune Buggy –Control it from AnywhereIRJET- IOT Dune Buggy –Control it from Anywhere
IRJET- IOT Dune Buggy –Control it from Anywhere
 
BourrezCVEnglish
BourrezCVEnglishBourrezCVEnglish
BourrezCVEnglish
 

Similar to IRJET- Portable Camera based Assistive Text and Label Reading for Blind Persons

IRJET-Raspberry Pi Based Reader for Blind People
IRJET-Raspberry Pi Based Reader for Blind PeopleIRJET-Raspberry Pi Based Reader for Blind People
IRJET-Raspberry Pi Based Reader for Blind PeopleIRJET Journal
 
IRJET- Optical Character Recognition for Blind using Raspberry Pi
IRJET- Optical Character Recognition for Blind using Raspberry PiIRJET- Optical Character Recognition for Blind using Raspberry Pi
IRJET- Optical Character Recognition for Blind using Raspberry PiIRJET Journal
 
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 CROWDSIRJET Journal
 
IRJET - IoT based Facial Recognition Quadcopter using Machine Learning Algorithm
IRJET - IoT based Facial Recognition Quadcopter using Machine Learning AlgorithmIRJET - IoT based Facial Recognition Quadcopter using Machine Learning Algorithm
IRJET - IoT based Facial Recognition Quadcopter using Machine Learning AlgorithmIRJET Journal
 
IRJET- Blind Reader Using Raspberry Pi
IRJET- Blind Reader Using Raspberry PiIRJET- Blind Reader Using Raspberry Pi
IRJET- Blind Reader Using Raspberry PiIRJET Journal
 
IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...
IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...
IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...IRJET Journal
 
IRJET- Intelligent Home Security System using Artificial Intelligence
IRJET- Intelligent Home Security System using Artificial IntelligenceIRJET- Intelligent Home Security System using Artificial Intelligence
IRJET- Intelligent Home Security System using Artificial IntelligenceIRJET Journal
 
IRJET- A Raspberry Pi based Speaker Recognition System for Access Control
IRJET- A Raspberry Pi based Speaker Recognition System for Access ControlIRJET- A Raspberry Pi based Speaker Recognition System for Access Control
IRJET- A Raspberry Pi based Speaker Recognition System for Access ControlIRJET Journal
 
IRJET- Book Reader using Raspberry Pi for Visually Impaired
IRJET- Book Reader using Raspberry Pi for Visually ImpairedIRJET- Book Reader using Raspberry Pi for Visually Impaired
IRJET- Book Reader using Raspberry Pi for Visually ImpairedIRJET Journal
 
IoT Based Advertising System
IoT Based Advertising SystemIoT Based Advertising System
IoT Based Advertising SystemIRJET Journal
 
IRJET - Eyeblink Controlled Virtual Keyboard using Raspberry Pi
IRJET -  	  Eyeblink Controlled Virtual Keyboard using Raspberry PiIRJET -  	  Eyeblink Controlled Virtual Keyboard using Raspberry Pi
IRJET - Eyeblink Controlled Virtual Keyboard using Raspberry PiIRJET Journal
 
IRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry PiIRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry PiIRJET Journal
 
IRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry PiIRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry PiIRJET Journal
 
IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...
IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...
IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...IRJET Journal
 
Classroom Attendance using Face Detection and Raspberry-Pi
Classroom Attendance using Face Detection and Raspberry-PiClassroom Attendance using Face Detection and Raspberry-Pi
Classroom Attendance using Face Detection and Raspberry-PiIRJET Journal
 
IRJET- Smart Authentication System for Airport
IRJET- Smart Authentication System for AirportIRJET- Smart Authentication System for Airport
IRJET- Smart Authentication System for AirportIRJET Journal
 
A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...
A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...
A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...IRJET Journal
 
IRJET- Wearable AI Device for Blind
IRJET- Wearable AI Device for BlindIRJET- Wearable AI Device for Blind
IRJET- Wearable AI Device for BlindIRJET Journal
 
IRJET- Smart Mirror using Voice Interface
IRJET- Smart Mirror using Voice InterfaceIRJET- Smart Mirror using Voice Interface
IRJET- Smart Mirror using Voice InterfaceIRJET Journal
 

Similar to IRJET- Portable Camera based Assistive Text and Label Reading for Blind Persons (20)

IRJET-Raspberry Pi Based Reader for Blind People
IRJET-Raspberry Pi Based Reader for Blind PeopleIRJET-Raspberry Pi Based Reader for Blind People
IRJET-Raspberry Pi Based Reader for Blind People
 
IRJET- Optical Character Recognition for Blind using Raspberry Pi
IRJET- Optical Character Recognition for Blind using Raspberry PiIRJET- Optical Character Recognition for Blind using Raspberry Pi
IRJET- Optical Character Recognition for Blind using Raspberry Pi
 
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 - IoT based Facial Recognition Quadcopter using Machine Learning Algorithm
IRJET - IoT based Facial Recognition Quadcopter using Machine Learning AlgorithmIRJET - IoT based Facial Recognition Quadcopter using Machine Learning Algorithm
IRJET - IoT based Facial Recognition Quadcopter using Machine Learning Algorithm
 
IRJET- Blind Reader Using Raspberry Pi
IRJET- Blind Reader Using Raspberry PiIRJET- Blind Reader Using Raspberry Pi
IRJET- Blind Reader Using Raspberry Pi
 
IMAGE PROCESSING BASED INTRUDER DETECTION USING RASPBERRY PI
IMAGE PROCESSING BASED INTRUDER DETECTION USING RASPBERRY PIIMAGE PROCESSING BASED INTRUDER DETECTION USING RASPBERRY PI
IMAGE PROCESSING BASED INTRUDER DETECTION USING RASPBERRY PI
 
IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...
IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...
IRJET- Voice Assisted Text Reading and Google Home Smart Socket Control Syste...
 
IRJET- Intelligent Home Security System using Artificial Intelligence
IRJET- Intelligent Home Security System using Artificial IntelligenceIRJET- Intelligent Home Security System using Artificial Intelligence
IRJET- Intelligent Home Security System using Artificial Intelligence
 
IRJET- A Raspberry Pi based Speaker Recognition System for Access Control
IRJET- A Raspberry Pi based Speaker Recognition System for Access ControlIRJET- A Raspberry Pi based Speaker Recognition System for Access Control
IRJET- A Raspberry Pi based Speaker Recognition System for Access Control
 
IRJET- Book Reader using Raspberry Pi for Visually Impaired
IRJET- Book Reader using Raspberry Pi for Visually ImpairedIRJET- Book Reader using Raspberry Pi for Visually Impaired
IRJET- Book Reader using Raspberry Pi for Visually Impaired
 
IoT Based Advertising System
IoT Based Advertising SystemIoT Based Advertising System
IoT Based Advertising System
 
IRJET - Eyeblink Controlled Virtual Keyboard using Raspberry Pi
IRJET -  	  Eyeblink Controlled Virtual Keyboard using Raspberry PiIRJET -  	  Eyeblink Controlled Virtual Keyboard using Raspberry Pi
IRJET - Eyeblink Controlled Virtual Keyboard using Raspberry Pi
 
IRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry PiIRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry Pi
 
IRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry PiIRJET- Wireless Notice Board using Raspberry Pi
IRJET- Wireless Notice Board using Raspberry Pi
 
IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...
IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...
IoT-based Autonomously Driven Vehicle by using Machine Learning & Image Proce...
 
Classroom Attendance using Face Detection and Raspberry-Pi
Classroom Attendance using Face Detection and Raspberry-PiClassroom Attendance using Face Detection and Raspberry-Pi
Classroom Attendance using Face Detection and Raspberry-Pi
 
IRJET- Smart Authentication System for Airport
IRJET- Smart Authentication System for AirportIRJET- Smart Authentication System for Airport
IRJET- Smart Authentication System for Airport
 
A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...
A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...
A Survey on Automated Waste Segregation System Using Raspberry Pi and Image P...
 
IRJET- Wearable AI Device for Blind
IRJET- Wearable AI Device for BlindIRJET- Wearable AI Device for Blind
IRJET- Wearable AI Device for Blind
 
IRJET- Smart Mirror using Voice Interface
IRJET- Smart Mirror using Voice InterfaceIRJET- Smart Mirror using Voice Interface
IRJET- Smart Mirror using Voice Interface
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxfenichawla
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSSIVASHANKAR N
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 

Recently uploaded (20)

UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 

IRJET- Portable Camera based Assistive Text and Label Reading for Blind Persons

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1619 Portable Camera based Assistive Text and Label Reading for Blind Persons Akanksha Rathi1, Dr. A.V. Nikalje2 1M.Tech. Student (Department of Electronics and Telecommunication Engineering, Deogiri Institute of Engineering and Management Studies, Aurangabad, India) 2Assistant Professor (Department of Electronics and Telecommunication Engineering, Deogiri Institute of Engineering and Management Studies, Aurangabad, India) ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - This paper presents a camera-based label assistive system to help blind persons to read names on the products through image capturing. The portable system captures the images and text written which are placed in front of the Pi camera can be read out using speakers interfaced to the Raspberry Pi model. The Image is fed to input of Raspberry Pi processor OCR .OCR used to convert virtually images containing written text intomachine-readable text data. Then Google Text to Speech Convertor (GTTS) is usedtoconverttext entered in to the audio .That audio blind person get audio through speaker. Key Words: Raspberry PI, Optical character recognition (OCR), Google Text to Speech Convertor (GTTS), Speaker 1. INTRODUCTION Globally, at least 2.2 billion people have a vision impairment or blindness, of whom at least 1 billion have a vision impairment that could have been prevented or has yet to be addressed. A major part of this population is still blind even in developed countries. If blind people or people with significant visual impairment can read from hand held objects, nearby sign posts or product labels then this will enhance their independent living and thereby faster economic and social self-sufficiency. It is a fact that all over the world that the visually impaired (partially or completely blind) people face a lot of difficulties in reading,identifyinga product, and avoiding the obstacles. According to the development in today’s technology towards the computer vision, digital camera and portable computersitisfeasibleto develop a camera-basedtechnologythatcombinescomputer vision technology with other commercial products such as OCR systems. 2. BLOCK DIAGRAM Figure shows the Block diagram containing Raspberry PI, PI camera, HDMI display. Fig-1: Block Diagram of Portable Camera based assistive system for blind persons 3. WORKING PRINCIPLE The system captures the document andimagewhichplacein front of PI camera. It connected to Raspberry PI model in that Optical CharacterRecognition(OCR)present.TheImage is fed to OCR, It is electronic conversion of image and document in to the computer language. The Goggle Text to speech converter is used to convert the data in to the audio .The audio is then listen by earphone or speaker connected to the Bluetooth. 4. OPTICAL CHARACTER READER (OCR) Optical Character Reader (OCR) is the electronics or mechanical conversion of imaged type, handwritten or printed text in to a machineencodedtext.OCRisusedforfirst scanning the data then converting in to the text. Widely used as a form of information entry from printed paper data records whether passport documents, invoices, Bank Statements computerized receipts, business cards, mail, printouts of static-data, or any suitable documentation
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1620 Fig 2 –OCR Process Flow 4.1 Pre –Processing: OCR software often "pre-processes" images to improve the chances of successful recognitionSegmentationof fixedpitch founts is accomplished relatively simply by aligning the image to a uniform grid based on where vertical grid lines will least often intersect black areas.For proportional founts more sophisticated techniques are needed because whitespace between letters can sometimes be greater than that between words, and vertical lines can intersect more than one character 4.2 Character Recognition: Matrix matching involves comparing an image to a stored glyph on a pixel-by-pixel basis; it is also known as "pattern matching”, this relies on the input glyph being correctly isolated from the rest of the image, and on the stored glyph being in a similar font and at the same scale. Software such as tesseract use a characterrecognition,thisistheadvantage for unusual founts or low quality scans where the fount is distorted. The OCR result can be stored in ALTO format. 4.3 Post –Processing: OCR is the process of turning a picture of text into text itself—in other words, producing something like a TXT or DOC file from a scanned JPG of a printedorhandwrittenpage 5. RASBERRY PI The Raspberry PI is small single board computer developed in the Kingdom, it is small in size, low cost and it works as a normal computer at low cost server to handle web traffic. There are two models - Raspberry Pi 2 and Raspberry Pi 3 Advantages are as bellow  A 1.2GHz 64-bit quad-core ARMv8 CPU  802.11n Wireless LAN  Bluetooth 4.1  Bluetooth Low Energy (BLE)  4 USB ports  40 GPIO pins  Full HDMI port  Ethernet port  Combined 3.5mm audio jack and composite video  Camera interface (CSI)  Display Interface (DSI)  Micro SD card slot  Video Core IV 3D graphics core Fig 3-Rasbperry PI for Blind persons 6. SOFTWARE IMPLEMENTION Operating system: Raspbian (Debian) Language: Python2.7 Platform: Tesseract, OpenCV Library 6.1 Import Os: The OS module in python provides functions for interacting with operating system. OS, comes under Python's standard utility modules. This module provides a portable way of usingoperating system dependentfunctionality. os.system() method execute the command (a string) in a subshell 6.2 Import time: The import system Python code in one module gains access to the code in another module by the process of importing it. The import statement is the most common way of invoking the import machinery, but it is not the only way. When the Import statement is executed,thestandardbuilin_Import_() function is called. 6.3 Import GPTO: The GPIO pins on a Raspberry PI are a great way to interface physical device like buttons and LEDs with the little processor .In python there’s a library called RPi GPIO that handles interfacing with the pins. Import RPi.GPIO
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1621 6.4 Import CV2: OpenCV-Python is a library of Python bindings designed to solve computer vision problem solve computer vision problem .All the OpenCV array structures are converted to and from Numpy arrays. Thisalsomakesiteasiertointegrate with other libraries that use Numpy such as SciPy and Matplotlib. 6.5 Import tesseract OCR: Python – tesseract is an optical Character recognition (OCR) tool for python .It will recognize and read the text embedded in image 7. OPERATING SYSTEM 7.1 Software - Raspbian OS: Rasbian is a Debian –based computer operating system for Raspberry PI.Since 2015 it has beenofficiallyprovidedbythe Raspberry PI foundation as the primary operatingsystemfor family of raspberry Pi single board computers .It is highly Optimized for Low performance ARM CPU .It is light weight as it is main desktop environment. Fig 4 Rasbian OS 7.2 Hardware 7.2.1 Win32 Disk Imager Win32 Disk Imager isa compact application that allowsusto create an image file from a removable storage device such as a USB drive or an SD memory card. It can be used to back up the information stored on the device in order to restore it later. 7.2.2 Platform: Open CV Open CV (open source computer vision) is a library of programming function for real time computer vision. Advantage of Open CV over Matlab is that, Matlab is built on Java and Java is built on C, when we run Matlab program our computer is busy trying to interpret all the matlabcode,then it turns in to Java and finally execute the code. In other hand Open CV function is written in C/C++ so computer directly execute the program, so Image processing is done with not more interpretingotherfunction.SoprogramwritteninOpen CV run faster than Matlab. 8. PROGRAMMING -PYTHON Below Python program is used to get the audio output after Image capturing in PI camera Fig 5 Python Programming 9. RESULT /OUTPUT In below Image cameracaptured the photo of Raspberry PI3 in Pi camera, that feed to the Raspberry PI model, OCR converts the image file in to the machine code that recognize by the computer and converted in to the text with the use of GTTS (Google text to speech converter) the text data is converted in to the speech and output audio is audible by Bluetooth or speaker connected to it. Fig 6 Captured Image as Output
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 11 | Nov 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1622 10. CONCLUSION The proposed system is designed to help blind persons to read the text label from hand held object in their daily life. So there in depend living should enhanceandincreasethesocial growth. The system capturestheimageofanyhandheldobjectplaced near the camera of Raspberry PI and with the use of OCR, GTTS final audio output will be audible to the blind persons. 11. REFERENCES [1] World Health Organization Blindness facts http://www.who.int/mediacentre/factsheets/fs282/en/ [2] Ms Komal Mohan Kalbhor, Kale S D, ‘”A survey on Portable Camera- Based Assistive Text and label Reading From Hand-Held Object for Blind Persons” International Resource Journal Of Engineering and Technology (IRJET),Volume :04 Issue :03 Mar-2017 [3] C. Yi, Y. Tian,” Assistive Text reading from Complex background forBlind persons“,Proc.IntWorkshopCamera– Based Document Anal. Recognit, Vol LNCS-7139, pp. 15-28, 2011. [4] K. Kim, K. Jung, J. Kim, “Texture- based approach for text detection in image using support vector machines and continuously adaptive mean shift algorithm", IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no.12,pp.1631-1639,Dec. 2008. [5] B. Epshtein, E. Ofek, Y. Wexler , “Detecting text in natural scene with smokewidthtransform”,ProceedingofComputer. Vision pattern Recognition. pp. 2963-2970, 2010 [6] J. Zhang, R. Kasturi,” Extraction of Text object in Video documents: Recent progress”, Proc. IAPR Workshop Document Anal. Syst., pp. 5-17, 2008. [7] Sonal I Shirke , Swati Patil, ‘Portable Camera Based Text Reading of Object for Blind persons ‘ Internal Research Journal Of Engineering And Technology(IRJET),Volume:13- 2018 [8] International Journal of Industrial Electronics and Electrical Engineering, ISSN: 2347-6982 Volume-2, Issue-8, Aug.-2014. [9] K Nirmala Kumari, Meghana Reddy J [2016]. Image Text to Speech Conversion Using OCR Technique in Raspberry Pi. International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering Vol. 5, Issue 5, May 2016. [10] D.Velmurugan, M.S.Sonam, S.Umamaheswari, S.Parthasarathy,K.R.Arun[2016].ASmartReaderforVisually Impaired People Using Raspberry PI. InternationalJournalof Engineering Science andComputingIJESCVolume6IssueNo. 3.