Showing posts with label Deep Learning. Show all posts
Showing posts with label Deep Learning. Show all posts

Wednesday, 3 June 2026

AI/ML Project Ideas for Final Year Engineering Students (2026 Updated List)

 

AI/ML Project Titles (Final Year Engineering 2026 List)

Introduction

Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), IoT, and Data Science are the most trending technologies for final year projects. Below is a comprehensive list of real-world AI/ML project titles with short descriptions for students and developers.




AI/ML Project Titles with Descriptions


1. Communication, IoT & Smart Systems

1. AI/ML Based Blockage Prediction Using Beam Measurement Reports for mmWave V2X Communication Systems

Predicts network blockage in V2X communication using machine learning models.

2. Building Necessary Data Models to Have Accurate AI/ML Outcomes for Integrating AI/ML in Failure Reporting Systems

Improves industrial failure analysis using AI-based predictive models.

3. Smart Campus GPS for Classroom Occupancy and Energy Conservation

Tracks classroom occupancy and optimizes energy usage.

4. AI-ML and IoT-Enabled Fog-Assisted Image Processing Framework Employing CNNs

Uses fog computing and CNN for fast image processing.

5. AI and YOLO-Enabled Automated Traffic Management Framework for Emergency Vehicle Priority

Detects emergency vehicles and manages traffic signals automatically.

6. Smart Surveillance System for Railways

AI-based railway surveillance and monitoring system.

7. Federated Edge Learning MAC Cross-Layer Optimization in 6G Networks

Improves next-generation wireless communication systems.

8. Waveform Data Capture of Residential Circuits and Appliances at Scale

Collects and analyzes smart electricity usage data.


2. Healthcare AI/ML Projects

9. Machine Learning Techniques for Voice-Based Parkinson's Disease Detection

Detects Parkinson’s disease using voice pattern analysis.

10. Speech-to-Health: Dysarthria Detection and Medical Speech Intelligence System

Analyzes speech for healthcare diagnosis.

11. Diabetic Retinopathy Detection using VGG16 and Grad-CAM

Detects eye disease using deep learning with explainability.

12. AI–ML–Based Brain Tumor Detection in IoT-Enabled Medical Imaging

Detects brain tumors using MRI scans and AI models.

13. Ensemble Deep Learning Framework for Automated Diabetic Retinopathy Detection using EfficientNet Models

Advanced medical image classification system.

14. MRI-Based Alzheimer’s Disease Classification Using Deep Learning

Detects Alzheimer’s disease using MRI data.

15. Surface EMG Signal Processing for Low-Cost Prosthetic Hand Control

Controls prosthetic hand using EMG signals.

16. Multi-Disease Chest X-ray Classification and Explainability using Grad-CAM

Detects multiple diseases from chest X-rays.


3. Agriculture & Environment AI Projects

17. Air Quality Prediction and Pollution Source Detection

Predicts pollution levels and sources using ML.

18. Real-Time Offline Edge AI Framework for Precision Agriculture

AI-based crop monitoring system.

19. Plant Disease Prediction System Based on AI with Subject Expert Support

Detects plant diseases using AI models.

20. A Dataset of Ground-Captured Plant Images for Disease Detection and Categorization

AI system for crop disease classification.

21. Identification and Classification of Maize Leaf Diseases Using ResNet152V2

Deep learning-based agriculture disease detection.


4. Cybersecurity & Fraud Detection

22. Artificial Intelligence as the Shield of Cybersecurity

AI-based cyber threat detection system.

23. Comparative Analysis of IoT Botnet Detection Using Deep Learning Models

Detects IoT network attacks using ML models.

24. Ensemble Methods to Detect Intrusions in IoT Networks

Improves IoT security using ensemble learning.

25. Semantic Fact-Checking and Misinformation Analysis Using LLM and Generative AI

Detects fake news using NLP and LLMs.

26. AI-Driven Cyber Resilience Framework for Cloud Environments

Cloud security using AI intrusion detection.


5. Smart Applications & Automation

27. Multi-Agent Powered Vehicle Recommendation System

AI-based intelligent vehicle recommendation system.

28. AutoMeet: AI Powered Online Meet Summarizer

Generates summaries from online meetings.

29. Live Emotion Based Music Recommender System

Recommends music based on user emotions.

30. Web AR 3D Product Viewing and Experience for Shopping

Augmented reality-based online shopping system.

31. Smart Surveillance System for Railways

AI-powered monitoring system for railway safety.

32. Virtual Ink: A Real-Time Gesture Drawing and Recognition System

Recognizes hand gestures for drawing applications.


6. Advanced AI / Research Projects

33. Machine Unlearning Concepts, Algorithm, and Case Studies in AI

AI system that forgets sensitive or outdated data.

34. Explainable Quantum-Enhanced Federated Learning Framework

Combines quantum computing with federated learning.

35. Federated Learning for Smart Grid Energy Forecasting

Predicts energy usage while preserving privacy.

36. Quantum Super-Resolution by Adaptive Non-Local Observables

Enhances image resolution using quantum AI methods.

37. Soft Computing-Driven Energy Efficient Algorithm for Resource-Constrained Devices

Optimizes performance in low-power devices.


7. Recommendation & Intelligent Systems

38. SMART STOCKS: Multimodal Deep Learning Stock Forecasting System

Predicts stock market trends using AI models.

39. OpenVerse: Intelligent Recommendation Platform for GSoC Preparation

Recommends coding opportunities for students.

40. Multi-Agent KPI Generator and Recommendation System

AI system for business KPI prediction.


8. Computer Vision & Deep Learning Projects

41. SEQUENCE OF MOTION: Spatiotemporal Activity Detection with Deep Learning

Recognizes human actions in videos.

42. SCOUT: Vision-Based Fall Detection System for Elderly Safety

Detects falls using computer vision.

43. Diabetic Retinopathy Detection using VGG16 and Grad-CAM

Medical image classification system.

44. IRSim: AI Generation of Infrared Images

Generates synthetic infrared images.

45. Poseperfect: Real-Time Yoga Pose Recognition System

Detects yoga posture accuracy.


Conclusion

These AI/ML project titles cover real-world applications in healthcare, IoT, cybersecurity, agriculture, finance, and smart systems. Students can select projects based on difficulty level and hardware/software availability.

Monday, 9 February 2026

AI-Powered Surveillance, Healthcare, and Intelligent Systems: Emerging Research Projects in 2026

 

AI-Powered Surveillance, Healthcare, and Intelligent Systems: Emerging Research Projects in 2026

Artificial Intelligence is rapidly transforming surveillance, healthcare, robotics, and smart infrastructure. Below is a curated collection of cutting-edge AI project titles from recent IEEE research, each explained in simple terms to help students, researchers, and tech enthusiasts understand their real-world impact. This guide is especially useful for engineering students looking for the best engineering project maker in Nagpur, as well as nearby areas such as Wardha, Amravati, Chandrapur, Bhandara, Gondia, Yavatmal, and Hingna MIDC, who are searching for innovative AI, ML, and IoT final-year project ideas.


🔐 Surveillance, Security & Crime Detection



AIGuard: Anomaly Detection in Surveillance Videos with YOLOv8

This project uses the YOLOv8 deep learning model to detect unusual or suspicious activities in surveillance videos, enabling faster and more accurate security responses.

Rapid Crime Response System Using AI-Based Surveillance and Dynamic Maps

An intelligent crime response framework that combines AI video surveillance with real-time mapping to alert authorities and optimize emergency response routes.

A Real-Time AI-Powered Security System with Enhanced Security Monitoring

A real-time monitoring system that leverages AI to continuously analyze surveillance feeds and identify potential security threats.

Violence and Stampede Detection in Crowd Images and Videos Using Deep Learning

This system detects violent behavior and stampede situations in crowded environments using deep learning models for public safety management.

Deep Learning Powered Video Analysis for Anomalous Event Detection

A video analytics solution that identifies abnormal events such as accidents, intrusions, or emergencies using deep neural networks.

Intelligent Approach to Crime Detection and Alert Generation

An AI-driven crime detection system that automatically recognizes suspicious activities and sends instant alerts to law enforcement agencies.

Integrating Embedded Cyber-Physical Systems in Smart Energy for AI-Enhanced Real-Time Crowd Monitoring and Threat Detection

This research integrates AI with cyber-physical systems to monitor crowds and detect threats in smart energy and public infrastructure environments.

Real-time Traffic Monitoring and Helmet Violation Detection Using YOLOv8

An automated traffic enforcement system that detects helmet violations and traffic patterns in real time using YOLOv8.


🏥 Healthcare & Public Health

The Intelligent Public Health Surveillance System

A data-driven system designed to monitor, predict, and manage public health threats using AI and large-scale health data analytics.

AI-Powered Applications in Precision Healthcare and Security Surveillance Systems

This project explores AI applications that enhance both personalized healthcare diagnostics and intelligent surveillance systems.

AI-Powered Real-Time Patient Monitoring System with Hybrid Health Anomaly Detection

A smart healthcare monitoring system that tracks patient vitals in real time and detects medical anomalies using hybrid AI models.

AI-Powered Detection of Microbial Threats in Digital Health Systems

An AI-based cybersecurity approach to identifying microbial and biological threats within digital healthcare infrastructures.

AI-Powered Social Media Surveillance for Real-Time Disease Tracking

This system analyzes social media data using AI to detect early signs of disease outbreaks and public health trends.

AI-Powered IoT System for Constant Urine Output Monitoring

An IoT-enabled healthcare solution that continuously monitors urine output in critically ill patients for early diagnosis and intervention.


🚁 Drones, Robotics & Autonomous Systems

Self-Supervised Learning with Variational Autoencoders for Anomaly Detection in Autonomous Drone Fleets

A self-supervised AI framework that enables drones to detect operational anomalies without requiring labeled training data.

Surveillance of Landmine Detection Drone

A drone-based surveillance system designed to detect landmines in hazardous areas, improving safety in post-conflict zones.

Designing Intelligent Drones and Robots for Medical and Rescue Operations

This project focuses on AI-powered drones and robots optimized for medical assistance and disaster rescue operations in challenging terrains.

Exploring the Potential of Underwater Robotics Monitoring Enhanced by AI and Sensor Integration

An advanced underwater monitoring system that combines AI and sensors for deep-sea exploration and infrastructure inspection.


🌲 Environment, Wildlife & Personal Safety

Forestguard: Edge-AI Powered Poaching Prevention and Anomaly Detection

An edge-AI solution deployed in remote forests to detect poaching activities and protect wildlife in real time.

Smart IoT and AI-Driven Physical Harassment Detection System

A personal safety system that uses IoT devices and AI algorithms to detect physical harassment and trigger emergency alerts.


🚦 Transportation & Smart Infrastructure

Temporal-Spatial Decoupled Self-Supervised Learning for Transportation Surveillance

An intelligent transportation surveillance system that detects and localizes anomalies in traffic videos using self-supervised learning.

5G-Powered Remote Sensing for Real-Time Infrastructure Monitoring

A smart infrastructure monitoring solution that uses 5G connectivity and AI-driven remote sensing for real-time analysis.