Brain Driver aims to enable severely disabled people to play video games using power of the mind
Newzhook
August 06, 2019
Robin Tommy, who works with Tata Consultancy Services, is part of a team that recently developed two devices - Virtual Rehabilitation (VHAB) and Assisto device for people with neuromuscular disabilities. He says his team is also woking on something similar to 'Brain Driver'.
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Tags: Digital Disruption, Innovation, Social
Assisto & VHAB will dramatically change how people with neuromuscular disabilities communicate
Newzhook
March 21, 2019
“They provide a gameified app platform and a game environment is created for the user”, says Robin Tommy one of the members of the team that worked on developing them. “It is a combination of physical and game therapies and pain-free as well so kids would love it. The devices aim to enable movements for the user and motivate them to do daily activities with ease. It is mainly based on gesture and motion”.
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Tags: Digital Disruption, Innovation, Social
Assistive Technology
Malayala Manorama
December 03, 2018
Malayala Manorama Article
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Tags: Digital Disruption, Emerging Technology, Innovation
Kotlin - The next wave
Malayala Manorama
January 04, 2018
Malayala Manorama Article
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Tags: Digital Disruption, Emerging Technology, Future of Work
Differently abled get aid with mobility
The Hindu
September 12, 2017
“Virtual rehabilitation technology is currently available but these are useful only for those who already know how to perform tasks, for example an accident victim who needs assistance to walk. This is the first time that an application aimed at differently abled children has been developed,” according to Robin Tommy, ILP Innovations Lead, TCS.
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Tags: HealthTech, Open Innovation, Social
Overcoming locomotive challenges
The New Indian Express
September 12, 2017
Robin Tommy, IPL Innovations lead, TCS, Thiruvananthapuram, who developed the application told Express, the product is currently being used by the children of Adarsh Rehabilitation Center, Kureekad, Kochi. The application, a first of its kind in Kerala which costs around Rs 70 lakh, was provided to Adarsh Rehabilitation center free of cost. The school spent around Rs 2 lakh as equipment cost, he said.It was Dinesh Thampi, VP, Kerala region , TCS who put forward the proposal for this social innovation. Robin said a five member team under him could develop the app in close interaction with the officials of Adarsh special school.
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Tags: Innovation, Open Innovation, Social
Game Therapy
Malayala Manorama
July 12, 2017
Malayala Manorama Article
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Tags: Digital Transformation, Future of Work, HealthTech
IoT and possibilities
Malayala Manorama
May 09, 2017
Malayala Manorama Article
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Tags: Digital Transformation, Future of Work, IoT
Interactive Water Bottle Application on a Smart Phone to Enhance User Water Consumption
IEEE
September 06, 2018
The project, Smart Bottle, is a water bottle that provides the user with real-time data of water consumption through an android application. The user inputs details such as age, weight and gender while registering with the Smart Bottle. The android application features a bar-chart for displaying daily and weekly water in-take, a real-time bottle water indicator, alarm and alert feature for reminding the user to drink water according to the user's water in-take habits and an intelligent system to predict the required water consumption for the present atmospheric temperature and humidity. Seamless Bluetooth connects the Bottle with smartphone.
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Tags: Customer Experience, Digital Transformation, IoT
An Approach of Automated Testing on Web Based Platform Using Machine Learning and Selenium
IEEE Xplore
July 11, 2018
Testing is performed to detect or discover the errors and defects of a system. In automated testing, what test cases tester shown only will tested. It will not test new link or new thing but here what we are trying anything is new it can understand from previous experience and try to apply experience to get new results. This approach can be achieved by a three-layer structure: Web scraper, Machine Learning (ML) and Selenium. Web page would be tested and it would be trained to a system from a human perceptive in such a way that the system able to understand what are the test cases that need to be followed for each and every element on the web page and system next time on wards will do sanity and smoke test based on those inputs intelligently going to those elements on the website. System learns what actions to be done for a particular web element like button. The outputs that are able to get it is even classified the kind of output, for example, is error page or is the page is not intended. This approach helps the larger business organization to align themselves more with a creative task in testing rather than doing the human repeated activity.
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Tags: AI, Design Thinking
Electronic Nose for Identification of Fresh or Spoiled Vegetarian and Non-Vegetarian Food Items With an Android Application
IEEE
September 08, 2017
The electronic nose was developed in order to mimic human olfaction that functions as a non-reparative mechanism. Essentially the instrument consists of head space sampling, sensor array, and pattern recognition modules, to generate signal pattern that are used for characterizing odors. We have integrated an android application into our project because we believe Enose will give wonders in the field of food industrial management and personal health management. Since Android application is one important factor in this project. Users will be directly dealing with the Android application. It depicts user all the details of the product that kept for sampling. With this the users get benefits such as choosing the food which is good for health.
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Tags: Digital Transformation, Emerging Technology, IoT
Automatic Detection and Correction of Vulnerabilities using Machine Learning
IEEE
September 06, 2017
Web Applications are the better way for an organization to share the resources through the internet, but they often contains bugs which results as the security threat to the organization. For an organization, Information security is a critical aspect. Vulnerability Scanners helps to find the vulnerabilities in the web applications in attacker's perspective. According the Open Web Application Security Project (OWASP) there 23 subcategories of vulnerabilities [1]. This paper describes about the system which helps to automatically finds and fixes the vulnerabilities present in the web applications using the machine learning. Machine learning helps to improvise the performance of the system using the statistics of the previous results.
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Tags: AI, Emerging Technology, Privacy
Augmentation of Things
IEEE
September 01, 2017
Augmented reality and Internet of things are two emerging technologies. The Intersection of both would be an engrossing area. If the visual and location based features of augmented reality is combined with real objects which could be operated via internet of things the impact would be great in enhancing user experience. Our research Augmentation of Things aims in integrating the visual impact of augmented reality with the actionable information from Internet of Things providing a location enabled smart system which will create an unparalleled experience for the user.
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Tags: Emerging Technology, IoT, Future of Work
Dynamic quality control in agile methodology for improving the quality
IEEE
April 11, 2016
The advantages of software development using Agile methodology is a well researched and documented topic. However, testing in agile software methodologies is not as well researched. The four values and twelve principles of the Agile Manifesto say nothing concrete about testing or quality assurance. An agile approach such as Scrum also doesn't talk much about Quality Assurance. It's already proven that agile processes produce software fast, but does the software produced adhere to quality? Can we, in some way, improve the quality in agile methodology by focusing on Dynamic Quality Control? There is no notable evidence in existing literature that testing in agile methodologies improve the quality of software compared to other methodologies. We chose a real world project and employed three teams to work on the same project following three different methodologies (Waterfall, Agile and Agile with Dynamic Quality Control) and collected data to compare the effectiveness of testing in each methodology in real world project scenario. We concentrated on five metrics (Defect count, Test coverage, Team maturity, Resource utilization and Lean) to study and compare the change in quality of software when using different methodologies.
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Tags: Change Management, Digital Disruption, Future of Work
Internet of Things (IoT) Expanding the Horizons of Mainframes
IEEE
October 08, 2015
Internet of Things(IoT) refers to a network of all physical objects which are interconnected via internet and the communication that takes place between them. It helps in transfer of large amount of data between devices without human intervention. These data has to be stored, processed and reused in an efficient way. Security associated with these data are also of paramount importance. Mainframe systems, provides an ideal platform for overcoming these challenges. The immediate objective of this research paper is to provide a lime light over the prototype that is developed combining the two aforementioned technologies. Here features of IoT and Mainframe computers are integrated to come up with a powerful tool, which can handle large amount sensor data of IoT applications and providing graphical analytics of the same in CICS. It also incorporates the feature of controlling devices through mainframe systems. The system also provides a facility to interact with an application on a different Operating System and also keep a track of live data feeds.
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Tags: Digital Disruption, Future of Work, Open Innovation
Test scenario modeling: Modeling test scenarios diagrammatically using specification based testing techniques
IEEE
March 16, 2015
Software testing is a challenging task involving evaluation of the software to demonstrate that it meets the requirements and also to provide stakeholders with information about the quality of the application under test. Scenario testing is done to make sure that the end to end functioning of software is working fine, or all the business process flows of the software are working fine. However exhaustive testing of any software application is not possible because of (a) large number of input data combinations or (b) large number of possible paths in software. The popular Model Based Testing approach uses a Unified Modeling Language (UML) model of the system under test to auto generate test cases with good coverage. However UML is a modeling language used in software development. This paper introduces an innovative idea of using test scenario modeling diagrams representing black box testing techniques for test scenario modeling to ensure better coverage and traceability to requirements. These test scenario modeling diagrams, presented as an alternative to UML, will help test executives interpret Quality Assurance (QA) mappings and Test Scenario overview capturing. Also the diagrams introduced help the test planning and control activities by providing more in-depth connectivity to the technical aspects and business risks.
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Tags: Design Thinking, Innovation, Future of Work
An approach for fully automating perspective images based on symmetry and line intersection
IEEE
December 22, 2011
Images captured using the camera are perspective in nature and hence has to be converted to a parallel view before being used for any applications to get a photorealistic result. Correction of perspective images are very useful for image based rendering and view metrology. We present a very efficient and simple method for automatically correcting the perspective image based on the intensity variations of objects in the image. The algorithm automates the perspective correction for images and videos (both recorded and online). Here we do not make use of any calibration information or explicit knowledge of any imaging device for carrying out the perspective correction. The method is based on line intersections, Hough Transform and Plane Homography.
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Tags: Digital Disruption, Innovation, Social
SYSTEM AND METHOD FOR ANALYZING USER.S ACTIVITIES ON CONDUCTIVE FABRICS TO TRIGGER IOT DEVICES
United States
November 18, 2019
This disclosure relates generally to a system and method for analyzing live activity on the conductive fabrics with intelligent touch. The system comprises a plurality of modules and these modules are in sync with the processor of the system to take action based on a plurality of instructions of the memory. Further, the system comprises fabrics, which are of conductive in nature, are used as a conductive touch pads for inputs to the system. The input data from touch pads are analyzed to determine pattern of actions. These patterns are associated with the IoT devices and the system uses them to trigger at least one action on the IoT device based on a predefined training data set.
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Tags: IoT, Social, Sustainability
METHOD AND SYSTEM FOR CREATING AN INTELLIGENT CARTOON COMIC STRIP BASED ON DYNAMIC CONTENT
India
October 24, 2019
A system and method to create an intelligent cartoon comic strip based on the dynamic content. Herein, the input is conversation based text or speech files. The system identifies scenes, objects, sequence and flow for generating the comic strip along with gender of characters appearing in the entire conversation. Text is analyzed to create the situational based background image for the scenes that needs to be rendered. Emotion and placement of characters in the scene is decided by the NLP algorithms along with voice emotional and sentimental analysis. Characters are placed in plain canvas and then text dialog is embedded into corresponding text bubbles. Once this image is obtained, it is overlaid on top of the background based on the context. Further, the scenes are joined into a strip of images in a pattern, which depends on the number, and order of scenes, which is decided, based on the input
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Tags: AI, Customer Experience, Digital Transformation
SYSTEM AND METHOD FOR REDUCING NOISE COMPONENTS IN A LIVE AUDIO STREAM
India
October 17, 2019
This disclosure relates generally to a system and method to identify a plurality of noises or their combination to suppress them and enhancing the deteriorated input signal in a dynamic manner. It identifies noises in the audio signal and categorizing them based on the trained database of noises. A combination of deep neural network (DNN) and artificial Intelligence (AI) helps the system for self-learning to understand and capture noises in the environment and retain the model to reduce noises from the next attempt. The system suppresses unwanted noise coming from the external environment with the help of AI based algorithms, by understanding, differentiating, and enhancing human voice in a live environment. The system will help in the reduction of unwanted noises and enhance the experience of business and public meetings, video conferences, musical events, speech broadcasts etc. that could cause distractions, disturbances and create barriers in the conversation
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Tags: AI, Digital Disruption, Emerging Technology
SYSTEM AND METHOD FOR INTELLIGENT 3D IMAGING GUIDED ROBOTIC GRIPPER
Australia
September 20, 2019
This disclosure relates generally to a robotic hand system and method for gripping at least one object. The robotic hand system comprises a plurality of modules and these modules are in sync with the robot operating system of the robotic hand system for gripping the object. Further, the robotic hand system is advanced with cognitive capabilities and based on dynamic feeds and imagery inputs through optical instrument, the system is programmed to understand the object and position to hold. Further, the system is configured for how much pressure needs to be applied to grip while holding the object. Moreover, the robotic hand system can be fine-tuned for any object mapping and point cloud.
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Tags: Digital Disruption, Future of Work, Innovation
SYSTEM AND METHOD FOR INTELLIGENT 3D IMAGING GUIDED ROBOTIC GRIPPER
Europe
July 03, 2019
This disclosure relates generally to a robotic hand system and method for gripping at least one object. The robotic hand system comprises a plurality of modules and these modules are in sync with the robot operating system of the robotic hand system for gripping the object. Further, the robotic hand system is advanced with cognitive capabilities and based on dynamic feeds and imagery inputs through optical instrument, the system is programmed to understand the object and position to hold. Further, the system is configured for how much pressure needs to be applied to grip while holding the object. Moreover, the robotic hand system can be fine-tuned for any object mapping and point cloud.
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Tags: AI, Digital Disruption, Sustainability
Systems and methods for generating multi-dimensional password and authenticating thereof
United States
July 02, 2019
Systems and methods for multi-dimensional password generation and authentication is provided. The method includes selecting a virtual reality (VR) environment, rendering interactive objects in the VR environment, tracking a first set of activities including user behavior, user interaction with the objects, and changes made to the objects, the behavior including user position(s), head rotation, time spent on a particular position, GPS coordinates, and the changes include one of position, shape, color, and rotation of the objects. The method generates a multi-dimensional password based on the first set of tracked activities, and authenticates based on comparison of a second set of tracked activities and the first set of activities. When the comparison results in mismatch, the system generates a one-time multi-dimensional image, based on which a third set of activities are tracked and compared with the first set of activities for resetting the password or authenticating the user
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Tags: AR/VR, Cybersecurity, Privacy
Virtual reality based interactive learning
United States
March 26, 2019
A system and a method for virtual reality based interactive learning are provided. The method includes simulation of a 3D interactive scene in a VR environment, and rendering the 3D interactive scene including queries on a VR display platform. Responses to the queries are received in the VR environment. A first cumulative assessment score is computed based on the response and attributes of participants. Also, subsequent 3D interactive scenes are dynamically simulated in the VR environment based on the first cumulative assessment score. Subsequent queries associated with context of the subsequent scenes are rendered, and a second cumulative assessment score is computed based on the subsequent responses to the subsequent queries. Furthermore, an overall assessment score is computed based on the cumulative assessment scores. A 3D interactive scene is rendered till the overall assessment score is equal to or greater than a threshold assessment score.
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Tags: AR/VR, Social, EdTech
METHOD AND SYSTEM FOR DEEP NEURAL NETWORK BASED CANDIDATE PROFILE GENERATION AND EVALUATION
India
January 15, 2019
This disclosure relates generally to a system and method for analyzing live activity on the conductive fabrics with intelligent touch. The system comprises a plurality of modules and these modules are in sync with the processor of the system to take action based on a plurality of instructions of the memory. Further, the system comprises fabrics, which are of conductive in nature, are used as a conductive touch pads for inputs to the system. The input data from touch pads are analyzed to determine pattern of actions. These patterns are associated with the IoT devices and the system uses them to trigger at least one action on the at least one IoT device based on a predefined training data set.
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Tags: AI, Future of Work, Sustainability
ELECTRONIC SENSING SYSTEMS AND METHODS THEREOF
United States
September 13, 2018
Electronic sensing systems and methods are disclosed. The electronic sensing system (ESS) receive an olfactory product and one or more smell characteristics of the olfactory product are detected and extracted by identifying a headspace of the olfactory product. A comparison of the extracted smell characteristics with one or more smell characteristics associated with a historic training data stored in a database is performed and a match between the extracted smell characteristics and the one or more smell characteristics associated with the historic training data is determined using machine learning technique(s). Further, the ESS generates a report for the olfactory product comprising at least one of type of the consumable, name of the olfactory product, a status of the olfactory product, an age of the olfactory product, and a decaying index, and classifies the olfactory product into one or more categories based on the report and/or the historic training data.
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Tags: AI, IoT, Social
CONTEXT BASED ADAPTIVE VIRTUAL REALITY (VR) ASSISTANT IN VR ENVIRONMENTS
United States
August 09, 2018
Systems and methods for providing adaptive virtual reality (VR) assistant in VR environments. The system is configured to receive input from users within an interactive communication session, wherein text from the input is extracted and analyzed by a Natural Language Processing (NLP) engine, and context is determined based on the input text extracted. Based on the determined context and input, the adaptive VR assistant generates a VR environment that is integrated within the same interactive communication session. The system enables a communication session between a virtual character created for the user and other virtual users within the generated VR environment based on the determined context.
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Tags: AR/VR, Sustainability, EdTech
SYSTEMS AND METHODS FOR ASSESSING QUALITY OF INPUT TEXT USING RECURRENT NEURAL NETWORKS
United States
August 09, 2018
Systems and methods for assessing quality of input text using recurrent neural networks is disclosed. The system obtains input text from user and performs a comparison of each word from input text with words from dictionary (or trained data) to determine a closest recommended word for each word in the input text. The input text is further analyzed to determine context of each word based on at least a portion of input text, and based on determined context, at least one of correct sentences, incorrect sentences, and/or complex sentences are determined from the input text. Each word is converted to a vector based on concept(s) by comparing each word across sentences of input text to generate vectors set, and quality of the input text is assessed based on vectors set, the comparison, determined context and at least one of correct sentences, incorrect sentences, complex sentences, or combinations thereof.
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Tags: AI, Digital Transformation, EdTech
STATISTICAL MODELING TECHNIQUES BASED NEURAL NETWORK MODELS FOR GENERATING INTELLIGENCE REPORTS
United States
August 09, 2018
Statistical modeling techniques based neural network models for generating intelligence reports is provided. The system obtains test dataset and training dataset, each of which include at least one of images and elements. Statistical modeling techniques are identified and selected based on the test dataset for normalizing the test dataset to obtain normalized dataset. The system further associates, using one or more clustering techniques a unique cluster head to at least one of (i) normalized elements set and (ii) normalized images set in the normalized dataset to obtain a labeled dataset. The labeled dataset is further analysed by integrated trained modeling techniques into neural network model(s) and intelligence reports are generated.
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Tags: AI, Customer Experience, Innovation
SYSTEMS AND METHODS FOR GENERATING MULTI-DIMENSIONAL PASSWORD AND AUTHENTICATING THEREOF
Europe
April 25, 2018
Systems and methods for multi-dimensional password generation and authentication is provided. The method includes selecting a virtual reality (VR) environment, rendering interactive objects in the VR environment, tracking a first set of activities including user behavior, user interaction with the objects, and changes made to the objects, the behavior including user position(s), head rotation, time spent on a particular position, GPS coordinates, and the changes include one of position, shape, color, and rotation of the objects. The method generates a multi-dimensional password based on the first set of tracked activities, and authenticates based on comparison of a second set of tracked activities and the first set of activities. When the comparison results in mismatch, the system generates a one-time multi-dimensional image, based on which a third set of activities are tracked and compared with the first set of activities for resetting the password or authenticating the user
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Tags: AR/VR, Cybersecurity, Digital Disruption
HYBRID REALITY BASED OBJECT INTERACTION AND CONTROL
United States
April 10, 2018
The present disclosure discloses a system and method for real time interaction of a real world with a virtual world through an augmentation concept has been provided. The system includes a mobile electronic device compatible with all operating system. The mobile electronic device is having a virtual reality application, on running the application and mounting the mobile electronic device in a virtual reality platform, the display provides two scenes. First scene is a menu scene and the second scene provides stereoscopic image with wide field view in a virtual environment. The system captures a real time image and scans characteristics of IoT based devices. Based on movement of virtual reality platform, the system provides guidance to perform actions on the IoT based devices from the virtual environment.
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Tags: AR/VR, Innovation, Future of Work
SYSTEMS AND METHODS FOR AUTHENTICATION BASED ON HUMAN TEETH PATTERN
United States
March 13, 2018
An automated system and method to authenticate one or more users based on capturing one or more images of a set of teeth, obtaining a selected image from the one or more captured images and extracting a portion of the selected image to obtain an extracted image. Each extracted image is converted into a grayscale image and stored in a database along with the username and the user keyword of the one or more users. A unique signature matrix and a pattern vector is generated by processing the grayscale image and stored in the database along with the username. One or more images comprising a set of teeth of at least one user is captured and a unique signature matrix obtained from the same is compared with a set of unique signature matrices previously stored in the database and at least one action is triggered based on the comparison.
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Tags: AI, Customer Experience, Digital Transformation
HYBRID REALITY BASED i-BOT NAVIGATION AND CONTROL
Europe
June 14, 2017
A system and method for interaction, navigation and control of an autonomous robot. The system comprises of two electronic devices, which are compatible with all operating systems and also compatible with magnetic trigger of a virtual reality device. When a virtual reality application run, the application provides two scenes at the display. The interaction, navigation and control over the autonomous robot is based on movement triggered from the virtual reality device. On moving the head upwards and downwards the robot will move forward and backward respectively. The left and right movement of the platform would result in the brain infrastructure movement of the robot. The robot can interact with people in real time and it can also identify if the robot had already interacted with person. The robot can identify person on gender, age, voice and face recognition basis and it can also make calls, texts and clicking selfies etc.
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Tags: AR/VR, Social, Future of Work
Hybrid reality based object control and interaction
Europe
June 14, 2017
The present disclosure discloses a system and method for real time interaction of a real world with a virtual world through an augmentation concept has been provided. The system includes a mobile electronic device compatible with all operating system. The mobile electronic device is having a virtual reality application, on running the application and mounting the mobile electronic device in a virtual reality platform, the display provides two scenes. First scene is a menu scene and the second scene provides stereoscopic image with wide field view in a virtual environment. The system captures a real time image and scans characteristics of IoT based devices. Based on movement of virtual reality platform, the system provides guidance to perform actions on the IoT based devices from the virtual environment.
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Tags: AR/VR, Innovation, IoT
Authentication based on the Human Dentition pattern (Teething)
Europe
May 10, 2017
An automated system and method to authenticate one or more users based on capturing one or more images of a set of teeth, obtaining a selected image from the one or more captured images and extracting a portion of the selected image to obtain an extracted image. Each extracted image is converted into a grayscale image and stored in a database along with the username and the user keyword of the one or more users. A unique signature matrix and a pattern vector is generated by processing the grayscale image and stored in the database along with the username. One or more images comprising a set of teeth of at least one user is captured and a unique signature matrix obtained from the same is compared with a set of unique signature matrices previously stored in the database and at least one action is triggered based on the comparison.
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Tags: Analytics, AI, Digital Disruption
AUTHENTICATION SYSTEM AND METHOD
Europe
March 16, 2017
An authentication system and method is provided. The system: (a) provides a keyboard comprising a letters in a m×n format, ‘m’ represents rows, and n represents columns, each row or column includes a sub-set of the letters, (b) provides input receiving identifiers, each input receiving identifier specific to at least one row or column, (c) processes an input on at least one input receiving identifier from the set of input receiving identifiers, (d) identifies a first intended letter from a first sub-set of letters from a corresponding row or column based on the input, (e) repeats steps (c) and (d) until a last intended letter from a last sub-set of letters is identified to obtain intended identified letters, (f) performs a comparison between the intended identified letters with a pre-registered set of letters stored in a memory, and (g) triggers at least one action based on the comparison.
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Tags: Cybersecurity, Future of Work, Innovation
VIRTUAL REALITY BASED INTERACTIVE LEARNING
United States
March 08, 2017
A system and a method for virtual reality based interactive learning are provided. The method includes simulation of a 3D interactive scene in a VR environment, and rendering the 3D interactive scene including queries on a VR display platform. Responses to the queries are received in the VR environment. A first cumulative assessment score is computed based on the response and attributes of participants. Also, subsequent 3D interactive scenes are dynamically simulated in the VR environment based on the first cumulative assessment score. Subsequent queries associated with context of the subsequent scenes are rendered, and a second cumulative assessment score is computed based on the subsequent responses to the subsequent queries. Furthermore, an overall assessment score is computed based on the cumulative assessment scores. A 3D interactive scene is rendered till the overall assessment score is equal to or greater than a threshold assessment score.
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Tags: AR/VR, Innovation, EdTech
KMA CSR Award
KMA CSR Award 2018
Tata Innovista 2018
TMA Disruptive CSR Award 2018
TCS Innovista Award 2019
Speaker at FDP programme - Robotics and Automation
Keynote on Azure 2019
Inauguration 5 day workshop on Machine learning
TEDx Talk
Bhim App Payment -Interview
Discussions on entrepreneurship and technology
Emerging Technology Evolution
Solve for India
Kerala Digital Summit 2019
Kerala Digital Summit 2019
Bioinformatica indica 2018
Innovation, Technology and Academics
DECODING THE MAGIC OF SOCIAL INNOVATION
