• Employee Skills Management and Development Planning Tool
• Context Aware TV Program Recommender System for Android TV
• Context Aware Service Recommendation Engine for Mobile Phone
• Predicting User Intention for a given user Context
• Real time object recognition and context Aware Service recommending app for Self-Driving Car
• App to generate music genres and benefits of the given classical music. (Minimum 1000 Music Data Analytics)
• App for Predicting Energy Consumption of SDMIT College and Hostel Buildings
• Performance Evaluation of Student and Teacher of Engineering College
• Agriculture Data Analytics of Dakshina Kannada
• Health Care Data Analytics of Dakshina Kannada
• Natural Resources Data Analytics of Dakshina Kannada
• Waste Data Analytics of specific Location
• App for Object Classification and Analytics in Retail Stores
• Event Detection and Notification App for CCTV mounted in Specific Location.
• Cloud based customer data analytics for the success of a given business (Customer behavior, satisfaction, etc)
• Chatbot for Campus Interview
• Chatbot for Tourism
• Chatbot for Customer Service
• Teaching Assistant Chatbot
• Sentimental Analysis of Colleges in Dakshina Kannada through Social Media Data.
• Prediction and diagnosis of any specific Diseases using multimodal data (Scans, sensor, audio data ,etc)
• App for Handwritten and Character based user Recognition
• Customer focused Ecommerce Site with AI Bot for Retail Shopping (Any Specific type of Shopping) using multimodal data (mobile, social media, location ,context, etc)
• App to Predict the suitable Skilled candidate for job through CV analysis for a Company.
• App for Data Analytics of Medicinal Plants in Dakshina Kannada
• Prediction and diagnosis of Agricultural Crop Disease ( Any one )
• User Context based Search topic recommender for search engine
• Waste Management in College Campus
• Personal Intelligent Virtual Assistants
• Context Aware Intruder/attacker/Hacker detecting system
• Sports Data Analytics (Fitness and Sports Skills assessment for identifying next talent) – For any specific game and country /state
• Financial Advice for Public
• Hacker detecting Tool
• Fraudulent Activity (Anomalies) Recognition in Shopping,
Business and Banking Transactions
• Customize crop growing techniques specific to individual plot characteristics and relevant realtime data (Optimize Pricing, Predict yield, Predict new high value crop, Predict product demand and Product Optimization , Forecasting ,etc)
• Energy Data Analytics and Predicting Energy Demand Trends in given location using multimodal data
• Evaluating the Quality of hospitals and data performance in the specific region
• Predicting the risk of illicit activity or terrorism using historical crime data, intelligence data and other available sources for a given location
• Shopping Centers Data Analytics of Dakshina Kannada
• Simulation model of the operation of the limit order book underlying a virtual currency exchange
• IoT based Home Automation 48. IoT based Smart Irrigation System
• AI based Robot (For any suitable Case Study)
• AI based Self Driving Toy Car
HEALTH CARE
• Drug discovery using Neural Networks
• Tumor detection from Brain MRI images
• Detection and Classification of cancer cells in MRI Images
• Organ Segmentation and Labelling in MRI Images
• Cancer cell detection and segmentation
• Blood flow detection and monitoring using Sensory data
• Diabetic Retinopathy Detection and Segmentation from MRI Images
• Personalized Treatment based on Patient History
• AI System for Prediction and Recommendation of Diabetes
• Recommendation of doctors and medicines using review mining
• Disease Prediction using patient treatment history and health data
• Real-time health monitoring using wearable devices
• Prediction of epidemic outbreaks using Social Media Data
• Design and Implementation of prediction for Medical Insurance
• Activity monitoring and unusual activity detection for elderly homes
• Recognizing exercises for physiotherapy videos
• Detecting Genes responsible for cancer development
• DNA/Gene classification using RNN Sequential analysis
AGRICULTURE
• Plant disease identification using leaf images
• Plants Recognition using Convolutional Neural Networks
• Fruits counting for automatic inventory management
• Weed plant detection from agricultural field images
• Predicting yield, soil moisture and weather using images processing
• Plant Gene Classification and Functionality Prediction
• Automated quality assessment of crops
Space Research & Satellite imagery
• Change detection for deforestation, water reserves from Satellite images
• Detection of Unmanned Vehicles (UMV) and Drones
• Segmenting Satellite Images for detection of road, buildings, natural resources etc.
• Target recognition in SAR images
• Scene segmentation in rural and urban regions from Remote Sensing Data
• Detection of Anomaly in SAR images
• Classification of Terrain from Satellite Imagery
• 3D reconstruction from multimodal satellite data
• Classification of galaxies
• Simulation of Galaxies for Real World Scenario
• Detection and Segmentation of different structures on planet surface images
Cyber Security
• Intrusion detection in networks and servers
• Malware identification using deep learning
• Anomaly detection in network activities
• Virus/Malicious file detection in a shared environment
• Spam SMS filtering Using Machine Learning
• Advertisement Click Fraud Detection
• Webpage classification for safer browsing
Education
• Predicting Student Performance using Regression analysis
• Automatic scientific article summarization
• Feature based opinion mining on student feedback
• Face recognition based attendance system
Video Processing
• Real-time generic object detection & tracking
• Pedestrian Detection from low-resolution videos
• Detection and classification of vehicles
• Vehicle detection and speed tracking
• Detection of signals, and lane for self-driving cars
• Road Crack Detection and Segmentation For Autonomous Driving
• Unusual Activity & Anomaly detection in surveillance
• Human activity detection for surveillance video Compression
• Gesture recognition for Human Computer Interaction
• Real-time video to text transcription for visually challenged person
• Real-time speech recognition for regional languages
• Real-time OCR for Regional Languages
• Face Recognition & expression recognition Mobile App for Visually impaired person
• Action recognition for controlling electronic appliances in homes
• Place recognition app for visually impaired person
• Text to video generation for News Stories
• Salient region detection for targeted advertisements placement in videos
• Video quality Enhancement using super-resolution
Business
• Comparative sales analysis of different stores, customers, demographics
• Customer Classification Based on The Historical Purchase Data
• Personalized marketing and targeted advertising
• Predicting housing prices for real estate companies using Machine Learning or Deep Learning
• Predicting Product Development Time and Cost Using Production Data
• Question answering system for automated customer relationship management
• Sales prediction using Regression Analysis
• Text to Speech Generation for Regional Languages
Insurance
• Fraud/abuse detection for insurance companies
• Predicting risk for new Insurance using customer information
Banking
• Credit card fraud detection using historical transaction data
• Loan Risk Prediction using User transaction information
Crime
• Crime pattern detection using historical crime data
• Geographical crime rate prediction
• Criminal behavior analysis and segmentation
• Crowd counting and monitoring for surveillance videos
Social Media Analytics
• Product opinion mining for competitive market analysis
• Customer requirement analysis using User Generated Content
• Consumer behavior analysis using User Generated Content
• Rumor detection from Social Media
• Political opinion mining for popularity prediction
• Terrorism detection from social media
• Stock prediction using Twitter sentimental analysis
• Restaurant Review Classification And Recommender System
• Fake news detection in online social media
• Detection violent and abusive content in social media
Miscellaneous1
• Automated Machine Translation for Regional Languages
• Virtual Personal Assistant Apps
• Developing a Chatbot using sequence modelling
• Travel route suggestion based on pattern of travel and difficulties
Miscellaneous2
Detecting incidents of cyber bullying
• Input: text feed from social media conversations
• Output: cyber bullying victim and bully identified
Characterizing mental stress and suicidal tendencies
• Input: text feed from online profiles and conversations
• Output: people suspected to have stress or suicidal tendencies are flagged
Detecting click-fraud in online advertising
• Input: click data from online advertisement
• Output: fraudulent clicks and click patterns detected
Detecting fake news in online news media
• Input: news feed from online media
• Output: fake news, rumours, clickbait characterised
Identifying hate crime in online media
• Input: text feed from online conversations
• Output: hate speech, offensive comments, racist comments etc. detected
Malware identification
• Input: executable files (.exe) of several software/apps
• Output: malicious software/apps identified
Intrusion detection in enterprise networks
• Input: network logs from router/switches of enterprise networks
• Output: possible intrusions, botnet activity, DDoS activity, etc. flagged
SMS/IM spam filtering
• Input: messages from SMS or IM apps (WhatsApp, Line, etc.)
• Output: spam messages filtered
Detection of malicious URLs
• Input: Visited URLs
• Output: malicious URLs (hosting exploit kits, malware, etc.) are detected
Detecting phishing websites
• Input: website URL
• Output: phishing websites flagged
Robotics and Automation
• Detecting shapes of common and uncommon objects
• Determining size of boxes
• Personalized greetings
• Optimal path traversal
• Detecting dangerous objects at public places
• Automating indoor weather adjustments
• Detecting flawed packaging
• Monitoring for thieves and intruders
Agriculture
Predicting the crop based upon the soil
Input: images of the soil and climate information
Output: Predicting the suitable crop
Damage assessment of crops because of the bad weather conditions
• Input: images of the crop before and after the damage
• Output: Prediction of damage level and crop insurance
Automatic Health inspection
• Input: Multiple images of a plant.
• Output: Prediction of health of the plant and possible medicines
Automatic soil testing using AI
• Input: Images of the soil
• Output soil health
Weather and crop-based irrigation system.
• Input: Weather condition and crop information (crop age, crop type)
• Output: Irrigation is required or not
Assessment of grain of production
• Input: crop image of the whole field
• Output: prediction of quantity of grain production
Disease Detection in the plants
• Input: image of the plant
• Output: disease and pesticide recommendation
Recommendation of crop based upon the crop history
• Input: crop history
• Output: Recommended crop with fertilizer
Chatter bot for farmers
• Input: Knowledge base of the crops in the regional language.
• Output: Required information through chat bot
Crop Waste management
• Input: Images of the waste
• Output: Companies and their contacts where these wastes are useful.
Social Media
Suggesting Engaging Content for Social Media
• Input: Browsing History and previously watched content
• Output: Customized Content
AI-Powered Image Recognizers from Social Media
• Input: Image of the target (Person)
• Output: Identified person
Smart Messenger Bots by understanding the personality
• Input: Social Media feed of the person
• Output: Messenger bot reply based upon his personality.
Better career and Job Suggestions
• Input: Social Media and LinkedIn feed of the person
• Output: Understanding the skills and job suggestion
Reaching the right audience
• Input: Understanding the search history in social media websites
• Output: Better Product suggestions.
Understanding the content on the social media websites and predicting the possible violence
• Input: Social Media feed
• Output: Predicting the location and probability of violence and prepare accordingly.
Understanding the personality and probability of joining terrorist groups
• Input: Social Media feed and search history
• Output: Predicting a person who might join terrorist group or who is an easy target which can be influenced
Understanding the stress level of students
• Input: Social Media feed
• Output: Predicting the stress level of students and based upon stress level give them consultation.
Predicting the fake locations on social Media
• Input: Image uploaded by user
• Output: Predicting exact location
Predicting the molesters and eve-teasers
• Input: Social Media feed and history
• Output: Predicting the behaviour of a person.
• Healthcare
Physiotherapy exercise monitoring application
• Input: Real time video of user doing physiotherapy exercise
• Output: recognized exercise and its counting, detection of wrong exercise positions
Health monitoring application using wearable devices
• Input: Heart beat rate, blood pressure, motion data from wearable devices
• Output: statistics of average, alerts of health problems
Skin disease detection app
• Input: Photos of skin surface taken in a mobile camera
• Output: Recognized skin disease and its severity
Detecting face features, hair loss, wrinkles, pimples
• Input: face photos of users taken from mobile camera
• Output: Detection of hair loss, wrinkles, pimples and their counts etc
Food recognition and calorie, vitamin detection
• Input: Food phots taken from mobile camera
• Output: Recognized food and its calorie and vitamins
Finger print based disease detection
• Input: Finger print data taken from mobile device
• Output: Detected disease or health status of the user
X-Ray image description app
• Input: Photo of X-Ray taken from the mobile app
• Output: Description and results about the X-Ray and detection of disease or health issue
Assistive app for autism, Parkinson, Alzheimer diseases
• Input: images/video/audio containing sounds/gestures of the user
• Output: assistance, helps, recommendations to the user
Doctor and medical shop recommendation app
• Input: Disease/symptoms and current location of the user, social media, review data
• Output: Recommendation of doctors/hospitals and medical shops, route to the locations
Walking pattern monitoring for arthritis
• Input: Real time video of user walking
• Output: Analysis of walking pattern and further recommendation for improvement
Crowd
Finding people who are lost
• Input: Photo of the lost person and crowd images/videos
• Output: Detections of the lost people
Head counting application
• Input: Photo or video taken from mobile camera
• Output: Number of human heads in the image i.e. people count
Identifying objectionable persons
• Input: Photo or video taken from a mobile or surveillance camera in a highly crowded environment
• Output: Detection of the objectionable person in the crowd images
Weapon detection from crowded environment
• Input: Photo or video taken from a mobile or surveillance camera in a highly crowded environment
• Output: Detections of weapons, type and person who carry
Identifying people group in a curfew/ section 144
• Input: Photo or video taken from a mobile or surveillance camera in a highly crowded environment
• Output: Detections of group of people and their counting and further alerting
Detecting persons with deviated yoga or dance pattern
• Input: Real time video taken from mobile or surveillance camera in a building
• Output: people with different pattern of dance or yoga moves differing from the crowd
Identifying people with unique outfit/getup
• Input: Photo or video taken from a mobile in a highly crowded environment
• Output: individuals with unique outfit/makeup/gesture
Unusual activity, loitering detection in Mall
• Input: Real time video stream from surveillance camera in Malls
• Output: Individuals who are loitering in the Mall having random and suspicious waling patterns
Detecting smokers in no smoking areas
• Input: Real time video stream from surveillance camera
• Output: individuals who violate the no-smoking rule in the public/private places
Counting animals/birds in a farm land or open area
• Input: Real time video stream from drone camera or mobile
• Output: number of total animals/birds in a group category wise
Entertainment
Generating video from photo Gallery of a mobile
• Input: Photos of user from the camera
• Output: Video containing the photos presented in an interesting way with animation and music
Hands-free mobile control using frontal camera app
• Input: Face gestures fed through the frontal camera of a mobile
• Output: Actions on the mobile such as clicks, swipe, long press etc
Face morphing with Indian cultural face make-ups
• Input: Face photo/video taken from the frontal camera of a mobile
• Output: Morphed faces with make-up of Indian regional cultures
Real-time video player for streaming/playing low resolution videos
• Input: Low resolution videos of 144p or 180p
• Output: High resolution videos of 720p or 1080p
Fast painting style transfer app to selfies and other photos
• Input: Photos taken from frontal or back camera
• Output: Stylised painting like photo based on different painting styles
Singing synchronization app for mixing user voice with music
• Input: Audio of song sung by the user
• Output: Mixed song with background music with voice from user audio
Augmented Reality app for animating mobile videos
• Input: Videos taken by the users
• Output: Animated videos with animated 3D characters within it
Personalized music recommendation app for mobile
• Input: song playlist history, likes and dislikes of the user
• Output: Song recommendations based on user interest, mood and timing
Chatbot for stress buster
• Input: User chat comments/questions
• Output: Replies comments that will relieve the stress of the user
Video summarization app for mobile users
• Input: Lengthy video from the user
• Output: Short summary video containing interesting segments
Space Research
Stars recognition using mobile apps
• Input: Sky photos taken from mobile camera
• Output: Labelled Stars/star groups on the photos
Environment conditions detection using mobile camera apps
• Input: Outdoor photos taken from mobile phones
• Output: Air pollution level, cloud, lighting information detected automatically
Traffic control application using satellite images
• Input: Satellite images of roads
• Output: Traffic congestion detection results and recommendations
Detecting popularity of a business venue using satellite images of parking lot
• Input: Satellite images of parking lots
• Output: popularity level of that business venue
Satellite farming using remote sensing images/ drone images
• Input: Satellite images or drone images of farm lands
• Output: Monitoring, inventory estimation, yield prediction, strategies & plans for farming
Automated drone navigation system
• Input: Real time video feed from the drone camera
• Output: Navigation actions and real time physical motion to the target locations
UMV or Drone detection system for border security
• Input: Real time video feed from HQ surveillance cameras
• Output: detections of UMV or drones and their locations
Location recognition apps from Airplanes
• Input: Photos of land taken from airplanes
• Output: Recognized places and their information
Drone based security system
• Input: Real time video stream from drone cameras
• Output: Detected objects, people, animals, activities, accidents, intruders etc.
3D reconstruction of a building or land using Drone cameras
• Input: Aerial video taken from drone camera
• Output: 3D model of the location/buildings
Business
Chatbot development for regional languages
• Input: Chat commands written in regional languages
• Output: Automated responses in regional language
Robust face recognition system for loan/insurance fraud prediction
• Input: Face photos and related information of a loan applicant
• Output: Detection whether specific applicant has committed loan/insurance fraud
Question answering system for automated customer relationship management
• Input: Questions from customers spoken/written in regional languages
• Output: Answers (spoken/written) from the automated system in regional language
Face emotion detection for customer relationship management
• Input: Real-time video of customer in a services/customer care place
• Output: Detections of user emotion such as stress, happy for guidance to the service provide or customer care responder
Salient region detection for targeted advertisements placement
• Input: Image or streaming video of sports/movie etc.
• Output: Location inside video frame where ad will be posted
Customer emotion detection for telephony customer care
• Input: Real-time audio of the customer care call
• Output: Detections of user emotion such as stress, happy for guidance to the customer care responder
Product requirement analysis from social media
• Input: comments, reviews from users of particular topic or need
• Output: Detections of whether particular feature or product is currently needed for the customers
Scheduling and planning apps for sales person
• Input: Schedule, target, location of the sales person
• Output: Reminders, route recommendations, plans for sales execution
Mobile app for quick prediction of production time and cost
• Input: Requested number of quantity and specification of a product
• Output: Production time and cost to make the specific number of products
Work monitoring system for surveillance videos in production environment
• Input: Real time video feed from surveillance cameras in a product production environment
• Output: Detection of events, accidents, people activities, loitering etc
Journalism
News article summarization app
• Input: News article in text format
• Output: Summary of news as a short text
News text to video generation app
• Input: News article with text and images
• Output: Interestingly presented video with news elements, animations and attractive audio
Fake news alert app
• Input: News article with text and images
• Output: Detection results whether article is fake or from trustable source
Provocative article detection for safe surfing
• Input: News article with text and images
• Output: Detection results whether article contain controversial/violent content against religious views/national integrity that will induce violence or riot
Finding famous and relevant Tweets of news articles
• Input: News article with text and images
• Output: Neatly presented famous tweets from celebrities/active twitter users on specific issues that news article deals with
Personalized News Recommendation App
• Input: News articles, previous history of user, ratings etc
• Output: News articles matching interest and history of the user
Multisource news summarization for summarizing news on same topic
• Input: Multiple news articles dealing with same news
• Output: Summary of news content as a short text
User emotion detection for news article impact analysis
• Input: News article, face images of the user while reading news, history of articles read by user
• Output: Prediction of emotions of a user for different articles
News popularity detection in social media
• Input: News article and its relevant social media feed
• Output: Popularity level of a news story
News generation from tweets of certain topic
• Input: Twitter feed related to certain event or topic
• Output: Generated news story related to the famous tweets
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