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IRJET - Sign Language Recognition System
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4198 SIGN LANGUAGE RECOGNITION SYSTEM M.HEMANTH1, K.EDWARD IRUDAYA RAJ2, M.ABUBAKKER SITHIK3, M.JENITH RUBAN4 , G.MADHUSUDANAN5 1,2,3,4Final year Student, Dept. of Electrical and Electronics Engineering, SRM Valliammai Engineering College, Kattankulathur, Tamilnadu, India 5Assistant Professor, Dept. of Electrical and Electronics Engineering, SRM Valliammai Engineering College, Kattankulathur, Tamilnadu, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract – Assistive technologies are being developed for speech and hearing-impaired people in order to live confidently. This project work proposes a camera-based assistive gesture reading framework to help speech and hearing-impairedpeopletocommunicatewithothers. Herewe are using sign detection using AI systems in which each sign can be easily detected (Ex: sign detection to voice command, and from voice to typing any words, etc.,) using the hand sign which is detected using a camera and sign detection is done using AI and also, we covert speech to text and display it in LCD. Key Words: Sign, Hearing-impaired, Visually-impaired, Recognition, Dumb. 1. INTRODUCTION In computer technology, contemporary Human-Computer Interaction (HCI) devices / techniques have become essential in an individual's daily life. It has been statistically seen that, out of the 7.4 billion people on earth, at least 285 million people are visually impaired out of which 39 million of them are completely blind i.e., have no recognition of the color black. Ordinary people have the difficultyofspeakingwith disabled people (hearing and speaking impaired),sincethey cannot understand the sign language. Thus, many hearing- impaired people communicate using common types of sign language and do not need custom sign language. It is also difficult for others to learn sign language. We provide a system that helps normal, hearing, speaking and visually impaired to communicateeffectively. Weuseda small credit- card-sized computer called Raspberry Pi to address these hearing, visual and speech impairments and worked to provide solutions for the blind who are also deaf. 1.1. Sign Language American signing is taken into account because it is the most ordinarily used signing by the hearing and speaking impaired people. It can be learned so easily that is why people are going for this sign language system. ASL also includes finger spelling which is employed for showing a letter i.e. an alphabet. Some of them know the advanced signing which tells a sentence for one sign but it's tough to know them by normal people. Finger spelling is most ordinarily used for spelling out an object which is difficult to point out them through signs. It is also used when people gets confuseonchoosingwhichsignis used for that particular word. Fig.1 Signs used for English Alphabets 1.2. Methodology Used Different types of signs that is being used by the deaf and dumb peoples are collected and then trained to the controller using Artificial Intelligence algorithms in the tensor flow developing environment. A camera is used for giving the input signs to the controller in our case Raspberry Pi 3. It recognizes the signs and then for the corresponding sign the output both as voice through a voice module and as text through a LCD display. The Tensor flow is used for writing the code for respective signs which is obtained as output. 2. LITERATURE SURVEY 2.1. Existing System The existing System uses Flex sensors to recognize gestures and Arduino is the heart of the set up. The flex sensor will give different outputastheybend,thisprincipleis used in this system.For each signtherewillbecorresponding output and this shown as text through the LCD.
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4199 Disadvantages The level of accuracy is low. The flex sensors will get easily damaged. 2.2. Proposed system In our system we are using Raspberry pi 3, camera, voice output module and LCD. The Raspberry pi is considered as fast processor than the Arduino, so it will save more time while processing. Artificial Intelligenceisusedinthiscasefor recognizing the signs so it gives more accuracy. The signsare recognized through the camera. 2.3. Proposed block diagram Fig.2 Block diagram of proposed system Table -1: HARDWARE USED Fig.3 Table of Hardware components 1. Raspberry Pi 3 is the controller used which is used for recognizing the signs and for giving the output. This is connected to a LCD display and a voice module through which the output is obtained. The Raspbian OS is used for operating this controller. 2. LCD (16 x 2) display is used for displaying the output as text. The sign processed in the Raspberry Pi will give output as a text to the LCD display. This display will help the opposite person to understand what they are trying to say. For each sign there will respective text outputs which is trained using Tensor flow. 3. Camera is used for giving the input signs that has to be converted as voice and as text. It recognizes the signs and gives corresponding signals to the Raspberry Pi controller.The signprocessedthrough this camera is converted into correspondingoutput as text and as voice and it will be obtained through the LCD display and voice output module. 4. The output is also obtained as voice which can be heard through this voice output module. The text which is converted is then converted into audio through the Raspberry Pi. This will be useful for the communication between a blind person and a deaf and dumb person. 5. A mobile phone with Bluetooth compatibility is used. The mobile phone is used for recording the speech which is to be converted as text. The mobile phone is connected with Raspberry Pi through the Bluetooth. The Raspberry Pi will convert the voice input into text output which is displayed through the LCD display. This will be helpful for the communication purpose between a blind person and a deaf and dumb person. 3. PROJECT DESCRIPTION Fig.4 Hardware image of proposed system The project consist of a controller which is Raspberry Pi 3 which does all the main function of the system in this case converting the voice into text and signs into text as well as voice. The LCD display is used for displaying the text which is converted by the controller. The speaker will give the output as voice. The camera is used for receiving the signs which gets processed through the
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4200 controller. The camera is considered as theeyeoftheproject and Raspberry Pi as heart of the project. 3.1. Result and Output Fig.4 Output of LCD The output will be obtained as text as well as voice. The text output will be obtained through the LCD display and the voice output will be obtained through the speaker. The result will be more useful for the visually-impaired as well as the hearing and speaking-impaired for the communication between them. 4. CONCLUSIONS This project aims to develop a useful gizmo that uses gesture recognition for reducing the communicationbarrier between the deaf and dumb community and also the normal people. This project was meant to be a prototype for checking the feasibility of recognizing gestures using image processing. Using the designed project it's possible to convert hand gestures into speech whichmaybeunderstood easily by normal people. The idea of the proposed system has greater possibilities of future expansions. If more programming logic is introduced, more number of gestures might be incorporated, and also we implement Speech to text conversion application has been successfully implemented using Raspberry Pi. 5. REFERENCES [1] Asha G. Hagargund, Sharsha Vanria Thota,MitadruBera, Eram Fatima Shaik, “Image to Speech Conversion for Visually Impaired”, International Journal of Latest Research in Engineering and Technology, Volume 03, Issue 06, June 2017. [2] Chucai Yi, Student Member, IEEE, Yingli Tian, Senior Member, IEEE, and Aries Arditi “Portable Camera- Based Assistive Text and Product Label Reading from Hand-Held Objects for Blind Persons” 2013 IEEE. [3] K. Lakshmi, Mr. T. Chandra Sekhar Rao, “Design and Implantation of Text To Speech Conversion Using Raspberry PI”, International Journal of Innovative Technology and Research, Volume No. 4, Issue No. 6, October-November, 2016. [4] Martin Goldberg CUNY Graduate Centre New York, NY. USA for “Assisting Visually Impaired People with Mobility through Technology in the Age of Context” in 2015. [5] Nagaraja L., Nagarjun RS, Nishanth M Anand, Nithin D, Veena S Murthy, “Visionbased TextRecognitionusing Raspberry Pi”, International Journal of Computer Applications, National Conference on Power Systems & Industrial Automation. 6. BIOGRAPHIES Mr. M. Hemanth is a final year student of DepartmentofElectrical and Electronics Engineering, SRM Valliammai Engineering College, Kattankulathur. Ms. K. Edward Irudaya Raj is a final year student ofDepartmentof Electrical and Electronics Engineering, SRM Valliammai Engineering College, Kattankulathur. Mr. M. Abubakker Sithik is a final year student of Department of Electrical and Electronics Engineering, SRM Valliammai Engineering College, Kattankulathur. Mr. M. Jenith Ruban is a final year student of DepartmentofElectrical and Electronics Engineering, SRM Valliammai Engineering College, Kattankulathur. Mr. G. Madhusudanan is an Assistant professor of Department of Electrical and Electronics Engineering, SRM Valliammai Engineering College Kattankulathur. Author Photo 5th Author Photo 3rd Author Photo 3rd 1’st Author Photo
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