Enviar búsqueda
Cargar
Drishyam - Virtual Eye for Blind
•
0 recomendaciones
•
14 vistas
IRJET Journal
Seguir
https://www.irjet.net/archives/V9/i3/IRJET-V9I3252.pdf
Leer menos
Leer más
Ingeniería
Denunciar
Compartir
Denunciar
Compartir
1 de 4
Descargar ahora
Descargar para leer sin conexión
Recomendados
INDOOR AND OUTDOOR NAVIGATION ASSISTANCE SYSTEM FOR VISUALLY IMPAIRED PEOPLE ...
INDOOR AND OUTDOOR NAVIGATION ASSISTANCE SYSTEM FOR VISUALLY IMPAIRED PEOPLE ...
IRJET Journal
Sanjaya: A Blind Assistance System
Sanjaya: A Blind Assistance System
IRJET Journal
Voice Enable Blind Assistance System -Real time Object Detection
Voice Enable Blind Assistance System -Real time Object Detection
IRJET Journal
IRJET- Object Detection and Recognition for Blind Assistance
IRJET- Object Detection and Recognition for Blind Assistance
IRJET Journal
Social Distance Detector Using Computer Vision, OpenCV and YOLO Deep Learning...
Social Distance Detector Using Computer Vision, OpenCV and YOLO Deep Learning...
IRJET Journal
Object and Currency Detection for the Visually Impaired
Object and Currency Detection for the Visually Impaired
IRJET Journal
Smart Navigation Assistance System for Blind People
Smart Navigation Assistance System for Blind People
IRJET Journal
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
IRJET Journal
Recomendados
INDOOR AND OUTDOOR NAVIGATION ASSISTANCE SYSTEM FOR VISUALLY IMPAIRED PEOPLE ...
INDOOR AND OUTDOOR NAVIGATION ASSISTANCE SYSTEM FOR VISUALLY IMPAIRED PEOPLE ...
IRJET Journal
Sanjaya: A Blind Assistance System
Sanjaya: A Blind Assistance System
IRJET Journal
Voice Enable Blind Assistance System -Real time Object Detection
Voice Enable Blind Assistance System -Real time Object Detection
IRJET Journal
IRJET- Object Detection and Recognition for Blind Assistance
IRJET- Object Detection and Recognition for Blind Assistance
IRJET Journal
Social Distance Detector Using Computer Vision, OpenCV and YOLO Deep Learning...
Social Distance Detector Using Computer Vision, OpenCV and YOLO Deep Learning...
IRJET Journal
Object and Currency Detection for the Visually Impaired
Object and Currency Detection for the Visually Impaired
IRJET Journal
Smart Navigation Assistance System for Blind People
Smart Navigation Assistance System for Blind People
IRJET Journal
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
IRJET Journal
An Assistive System for Visually Impaired People
An Assistive System for Visually Impaired People
IRJET Journal
POTHOLE DETECTION SYSTEM USING YOLO v4 ALGORITHM
POTHOLE DETECTION SYSTEM USING YOLO v4 ALGORITHM
IRJET Journal
A Smart Assistance for Visually Impaired
A Smart Assistance for Visually Impaired
IRJET Journal
IRJET- Real-Time Object Detection System using Caffe Model
IRJET- Real-Time Object Detection System using Caffe Model
IRJET Journal
IRJET- Alternate Vision Assistance: For the Blind
IRJET- Alternate Vision Assistance: For the Blind
IRJET Journal
DYNAMIC ENERGY MANAGEMENT USING REAL TIME OBJECT DETECTION
DYNAMIC ENERGY MANAGEMENT USING REAL TIME OBJECT DETECTION
IRJET Journal
Object Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNN
IRJET Journal
Real Time Moving Object Detection for Day-Night Surveillance using AI
Real Time Moving Object Detection for Day-Night Surveillance using AI
IRJET Journal
Pothole Detection for Safer Commutes with the help of Deep learning and IOT D...
Pothole Detection for Safer Commutes with the help of Deep learning and IOT D...
IRJET Journal
ASSISTANCE SYSTEM FOR DRIVERS USING IOT
ASSISTANCE SYSTEM FOR DRIVERS USING IOT
IRJET Journal
Smart Stick for Blind People with Live Video Feed
Smart Stick for Blind People with Live Video Feed
IRJET Journal
IRJET - Smart Vision System for Visually Impaired People
IRJET - Smart Vision System for Visually Impaired People
IRJET Journal
IRJET- VI Spectacle – A Visual Aid for the Visually Impaired
IRJET- VI Spectacle – A Visual Aid for the Visually Impaired
IRJET Journal
IRJET - For(E)Sight :A Perceptive Device to Assist Blind People
IRJET - For(E)Sight :A Perceptive Device to Assist Blind People
IRJET Journal
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET Journal
Motion capture for Animation
Motion capture for Animation
IRJET Journal
IRJET-Voice Assisted Blind Stick using Ultrasonic Sensor
IRJET-Voice Assisted Blind Stick using Ultrasonic Sensor
IRJET Journal
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
Dr. Amarjeet Singh
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
Dr. Amarjeet Singh
IRJET - Blind Guidance using Smart Cap
IRJET - Blind Guidance using Smart Cap
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...
IRJET Journal
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET Journal
Más contenido relacionado
Similar a Drishyam - Virtual Eye for Blind
An Assistive System for Visually Impaired People
An Assistive System for Visually Impaired People
IRJET Journal
POTHOLE DETECTION SYSTEM USING YOLO v4 ALGORITHM
POTHOLE DETECTION SYSTEM USING YOLO v4 ALGORITHM
IRJET Journal
A Smart Assistance for Visually Impaired
A Smart Assistance for Visually Impaired
IRJET Journal
IRJET- Real-Time Object Detection System using Caffe Model
IRJET- Real-Time Object Detection System using Caffe Model
IRJET Journal
IRJET- Alternate Vision Assistance: For the Blind
IRJET- Alternate Vision Assistance: For the Blind
IRJET Journal
DYNAMIC ENERGY MANAGEMENT USING REAL TIME OBJECT DETECTION
DYNAMIC ENERGY MANAGEMENT USING REAL TIME OBJECT DETECTION
IRJET Journal
Object Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNN
IRJET Journal
Real Time Moving Object Detection for Day-Night Surveillance using AI
Real Time Moving Object Detection for Day-Night Surveillance using AI
IRJET Journal
Pothole Detection for Safer Commutes with the help of Deep learning and IOT D...
Pothole Detection for Safer Commutes with the help of Deep learning and IOT D...
IRJET Journal
ASSISTANCE SYSTEM FOR DRIVERS USING IOT
ASSISTANCE SYSTEM FOR DRIVERS USING IOT
IRJET Journal
Smart Stick for Blind People with Live Video Feed
Smart Stick for Blind People with Live Video Feed
IRJET Journal
IRJET - Smart Vision System for Visually Impaired People
IRJET - Smart Vision System for Visually Impaired People
IRJET Journal
IRJET- VI Spectacle – A Visual Aid for the Visually Impaired
IRJET- VI Spectacle – A Visual Aid for the Visually Impaired
IRJET Journal
IRJET - For(E)Sight :A Perceptive Device to Assist Blind People
IRJET - For(E)Sight :A Perceptive Device to Assist Blind People
IRJET Journal
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET Journal
Motion capture for Animation
Motion capture for Animation
IRJET Journal
IRJET-Voice Assisted Blind Stick using Ultrasonic Sensor
IRJET-Voice Assisted Blind Stick using Ultrasonic Sensor
IRJET Journal
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
Dr. Amarjeet Singh
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
Dr. Amarjeet Singh
IRJET - Blind Guidance using Smart Cap
IRJET - Blind Guidance using Smart Cap
IRJET Journal
Similar a Drishyam - Virtual Eye for Blind
(20)
An Assistive System for Visually Impaired People
An Assistive System for Visually Impaired People
POTHOLE DETECTION SYSTEM USING YOLO v4 ALGORITHM
POTHOLE DETECTION SYSTEM USING YOLO v4 ALGORITHM
A Smart Assistance for Visually Impaired
A Smart Assistance for Visually Impaired
IRJET- Real-Time Object Detection System using Caffe Model
IRJET- Real-Time Object Detection System using Caffe Model
IRJET- Alternate Vision Assistance: For the Blind
IRJET- Alternate Vision Assistance: For the Blind
DYNAMIC ENERGY MANAGEMENT USING REAL TIME OBJECT DETECTION
DYNAMIC ENERGY MANAGEMENT USING REAL TIME OBJECT DETECTION
Object Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNN
Real Time Moving Object Detection for Day-Night Surveillance using AI
Real Time Moving Object Detection for Day-Night Surveillance using AI
Pothole Detection for Safer Commutes with the help of Deep learning and IOT D...
Pothole Detection for Safer Commutes with the help of Deep learning and IOT D...
ASSISTANCE SYSTEM FOR DRIVERS USING IOT
ASSISTANCE SYSTEM FOR DRIVERS USING IOT
Smart Stick for Blind People with Live Video Feed
Smart Stick for Blind People with Live Video Feed
IRJET - Smart Vision System for Visually Impaired People
IRJET - Smart Vision System for Visually Impaired People
IRJET- VI Spectacle – A Visual Aid for the Visually Impaired
IRJET- VI Spectacle – A Visual Aid for the Visually Impaired
IRJET - For(E)Sight :A Perceptive Device to Assist Blind People
IRJET - For(E)Sight :A Perceptive Device to Assist Blind People
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
Motion capture for Animation
Motion capture for Animation
IRJET-Voice Assisted Blind Stick using Ultrasonic Sensor
IRJET-Voice Assisted Blind Stick using Ultrasonic Sensor
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
Real-Time WebRTC based Mobile Surveillance System
IRJET - Blind Guidance using Smart Cap
IRJET - Blind Guidance using Smart Cap
Más de 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...
IRJET Journal
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET 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...
IRJET Journal
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
IRJET 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...
IRJET Journal
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...
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...
IRJET Journal
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
IRJET Journal
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 Pro
IRJET Journal
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 System
IRJET Journal
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
IRJET Journal
React based fullstack edtech web application
React based fullstack edtech web application
IRJET Journal
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.
IRJET Journal
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 Design
IRJET Journal
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
IRJET Journal
Más de 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...
STUDY 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...
Effect 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...
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...
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 ADAS
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 Pro
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 System
Review 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 application
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.
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 Design
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Último
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur High Profile
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
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
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
ranjana rawat
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
pranjaldaimarysona
(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
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
roncy bisnoi
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
sivaprakash250
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
ankushspencer015
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
rakeshbaidya232001
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
upamatechverse
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
ranjana rawat
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
SIVASHANKAR N
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur High Profile
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
slot gacor bisa pakai pulsa
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
sanyuktamishra911
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
SIVASHANKAR N
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
rknatarajan
Extrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
120cr0395
University management System project report..pdf
University management System project report..pdf
Kamal Acharya
Último
(20)
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
Extrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
University management System project report..pdf
University management System project report..pdf
Drishyam - Virtual Eye for Blind
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1365 Drishyam - Virtual Eye for Blind Manasi Bhagwat1, Ashwika Ghumate2, Siddhi Kharawade3, Prof. Mahendra Patil4 [1],[2],[3]Student, Department of Computer Engineering, Atharva College of Engineering, Mumbai, Maharashtra,India [4]Professor, Department of Computer Engineering, Atharva College of Engineering, Mumbai, Maharashtra, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - In our society, we do find some people who are visually impaired. They may face difficulties while doing their daily activities and hence need someone to rely on for help. Till date many technologies for assistance of visually blind people have been developed. Among the various technologies, this project made use of Artificial Intelligence technology and proposed a helpful system for visually impaired people. The project performs classification on real- time images or videos using the webcam. With the use of such emerging advanced technology, blind people can interact with their surroundings. We are able to utilize the facilities of technology for the betterment of the society by developing helpful, affordable, transportable and economical systems. Key Words: Image Recognition, Visually imapired, Object Detection, YOLO, Tensorflow, Python. 1. INTRODUCTION Artificial Intelligence systems have various applications and one such application is the Blind Assistance System which is built for helping the visually impaired. It not only assists them through voice commands but also does image recognition of the photographs captured or with the help of a camera it recognizes the object and describes it in audio. Such systems have made navigation easier for visually impaired people. Even if the person is blind, partially sighted or with progressive loss of vision, this system can help him to travel through familiar or unfamiliar places assisting him with voice commands. The fundamental concept is to develop a valuable framework for the disabled individuals. The framework assists them through the YOLO (You Only Look Once) algorithm which detects the objects in the surrounding and lets the user know through speech recognition. Sometimes, it happens that the blind person fails to judge the distance of the obstacle ahead of him resulting in falling down and getting hurt. So, such a person needs an assistance or device that can inform him about the position of the objects situated ahead[1]. Thus, the object detection tool becomes the most used blind assistance tool for visually impaired people. Also, they need to be assisted through voice commands for proper navigation. 2. BASIC CONCEPT The main idea is to develop a useful and efficient framework for the disabled individuals. The framework assists them by using the YOLO (You Only Look Once) algorithm which detects the nearby objects in the surrounding and informs the user via speech recognition.These features can be combined into a single device or system that is user-friendly and simple to operate. For proper navigation, they require assistance from voice instructions. Applications: 1. Indoor navigation can be done efficiently. 2. Foundations and NGOs can make use of this system for the visually impaired. 3. Can be used by individuals when they need to travel to unknown places alone. 3. OVERVIEW OF ALGORITHM 3.1 YOLO ALGORITHM YOLO algorithm is an algorithm that uses convolution neural networks to detect objects in real-time. This algorithm is based on a regression problem where it detects the object and provides the class probabilities of the detected objects. The prediction of objects in an image takes place in a single run of an algorithm. Among the various different variants of YOLO, YOLOv3 and tiny YOLO are the most commonly used[2]. The pre-trained Common Objects in Context(COCO) dataset is used in the implementation[3].
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1366 Fig 3.1: YOLO Algorithm Advantages of YOLO algorithm: ● Speed: As this algorithm is fast, it is ideal for real- time processing. ● High accuracy: Predictions are made from one single network. ● Range: It is better than any other methods when generalizing from natural images to even artworks. Thus, it is more generalized. 4. PROPOSED SYSTEM Fig 4.1: Proposed System 1. The aim is to build a system that can detect, classify and identify objects that are captured by the camera. 2. The camera module takes in the image as input from the ongoing video and stores the captured image for further preprocessing. 3. After that, feature extraction is done on the image and is further compared with the already trained dataset. It detects the object from the frame and recognizes the object to which category it belongs to. 4. After recognition, it then calculates the distance between the object and user. And also alerts whether it is at a safe distance or not. 5. It makes use of an audio synthesizer to generate speech commands thereby alerting the user about the object and its distance. With such a framework being able to detect objects and being able to provide the correct distance, the user will feel more secure and will be more aware of his/her surroundings. The postponement between the detected object and the audio output to the user is made less and the audio output is clarified enough for the user to perceive[4]. Also the audio will be in the language understood by the user. 4.1 PSEUDO CODE: 1. Import required dependencies like opencv, numpy 2. Import training dataset (COCO) 3. Import darknet framework 4. Import suitable convolutional weights 5. Input data(image or video) is fetched from the webcam that captures the object. 6. Feature Extraction of the image is done in the next step, where the splitting of frames into 13x13 cells takes place along with Blob generation (stores images as bytes) and Bounding box construction. 7. The next step involves Object Classification where the confidence (X, Y, W, H) is updated and the relative position is found – Mid, Top, Bottom. 8. Once the features have been extracted and the objects are classified, the corresponding text descriptions are sent to the gTTS API where the text is analyzed and the letter to sound conversion takes place. 9. The output is predicted correctly from the results of the classification and the object is recognised with the audio.
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1367 5. RESULT ANALYSIS Objects in the environment have been recognized and detected with more than 90% test accuracy. Below Figures represents the snapshot of the system. It displays the name of the object and its probability. whilst the application also tells the class label and how far the object from the person through the device's speakers. Fig 5.1: User Interface Fig 5.2: Result 1 Fig 5.3: Result 2 Advantages ● The system makes use of text-to-speech technology which provides audio descriptions of the surroundings and helps users to travel with confidence. ● The system is mobile, robust, user-friendly and efficient. ● As we made use of the YOLOv3 algorithm, it is easier to detect even the small objects hence, making the system more effective. ● The user will be able to interact with the system in the language known to him and thus will feel safe and confident using it. ● The system is affordable and reliable. ● Real-time interface. Limitations ● The system requires internet connectivity for text-to- speech conversion and hence, it cannot work well in offline mode. ● If the system compatibility is poor, there may be a delay in displaying the frames on the screen. 6. FUTURE SCOPE In future we may also try to evaluate with other algorithms and with more parameters and images . We will try to implement this analysis on our own created dataset which is more effective and objective. Currently our system is made considering only three languages, but in future we will add more languages. 7. CONCLUSION The project and the proposed system successfully reached a stage where a user-friendly, portable and accessible system using image processing technologies is in a position to assist visually imapired people in navigating their way and helping them in handling their daily activities with ease. Thus, this system gives them a sense of visualization because it helps them in visualizing their nearby environment based on their voice commands. This system consists of an easy architecture which makes it complexity-free and user-friendly. ACKNOWLEDGEMENT We sincerely thank our Atharva College of Engineering for providing us with a platform to prepare a project on the topic “Drishyam - Virtual Eye For Blind” . We want to
4.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1368 appreciate all the help and support we have received from the organization and would like to thank them for instilling in us the need for this research and to give us the opportunity and time to conduct and present research on the topic. We are also grateful for having Prof. Mahendra Patil as our guide and Dr. Suvarna Pansambal, Head of Computer Engineering Department for the motivation and constant support. Moreover, completion of the project would have been impossible without the cooperation, suggestions and help of our family and friends. REFERENCES [1] Leo Abraham, Nikita Sara Mathew, Liza George, Shebin Sam Sajan, “VISION- Wearable Speech Based Feedback System for the Visually Impaired using Computer Vision”, IEEE Xplore Part Number: CFP20J32-ART; ISBN: 978-1- 7281-5518-0 [2] “You Only Look Once: Unified, Real-Time Object Detection.” J Redmon, S Divvala, R Girshick, A Farhadi, IEEE transactions, May 2016. [3] COCO - Common Objects in Context (cocodataset.org) [4] M. Mahendru and S. K. Dubey, "Real Time Object Detection with Audio Feedback using Yolo vs. Yolo_v3," 2021 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), 2021, pp. 734- 740, doi: 10.1109/Confluence51648.2021.9377064. [5] T. Guo, J. Dong, H. Li and Y. Gao, "Simple convolutional neural network on image classification," 2017 IEEE 2nd International Conference on Big Data Analysis (ICBDA), Beijing, 2017, pp. 721-724. [6] Sumitra A. Jakhete, Avanti Dorle, Piyush Pimplikar, ”Object Recognition App for Visually Impaired”, 2019 IEEE Pune Section International Conference (PuneCon) MIT World Peace University, Pune, India. Dec 18-20, 2019 [7] Rahman, Ferdousi & Jahan, Israt & Farhin, Nafisa & Uddin, Jia. (2019). An assistive model for visually impaired people using YOLO and MTCNN. ICCSP '19: Proceedings of the 3rd International Conference on Cryptography, Security and Privacy. 225-230. 10.1145/3309074.3309114. [8] Handalage, Upulie & Kuganandamurthy, Lakshini. (2021). Real-Time Object Detection Using YOLO: A Review. 10.13140/RG.2.2.24367.66723. [9] Shifa Shaikh & Vrushali Karale & Gaurav Tawde,”Assistive Object Recognition System for Visually Impaired “International Journal of Engineering Research & Technology (IJERT) ISSN: 2278-0181 IJERTV9IS090382 Vol. 9 Issue 09, September-2020 [10] A. Dionisi, E. Sardini and M. Serpelloni, "Wearable object detection system for the blind," 2012 IEEE International Instrumentation and Measurement Technology Conference Proceedings, 2012, pp. 1255-1258, doi: 10.1109/I2MTC.2012.6229180. [11] Z. Shi, "Object Detection Models and Research Directions," 2021 IEEE International Conference on Consumer Electronics and Computer Engineering (ICCECE), 2021, pp.546-550, doi: 10.1109/ICCECE51280.2021.9342049. [12] D. P. Khairnar, R. B. Karad, A. Kapse, G. Kale and P. Jadhav, "PARTHA: A Visually Impaired Assistance System," 2020 3rd International Conference on Communication System, Computing and IT Applications (CSCITA), 2020, pp. 32-37, doi: 10.1109/CSCITA47329.2020.9137791. [13] S.Mahalakshmi, Veena N, Anisha Kumari ,”Visual Assistance for Blind using Image Processing”, International Research Journal of Engineering and Technology (IRJET) , Volume: 07 Issue: 07 | July 2020 [14] H. Jeong, K. Park and YHa, "Image Preprocessing for Efficient Training of YOLO Deep Learning Networks," 2018 IEEE International Conference on Big Data and Smart Computing (BigComp), Shanghai, 2018, pp. 635-637.
Descargar ahora