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Catalog/AI & DS / AIML/Computer Vision Systems

Engineering Projects Catalog

IEEE standard and custom academic engineering hardware & software projects with verified firmware, schematics & thesis documentation

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All DepartmentsECE (Electronics & Comm)CSE & ITAI & DS / AIMLEEE (Electrical & Electronics)Mechanical & Mechatronics
2. Specialized Sub-Layers (AI & DS / AIML)Reset all filters ×
All AI TracksPredictive Analytics & MLDeep Learning & Neural NetsComputer Vision SystemsEdge AI & Embedded Intelligence

Showing21 of 21projects in this selection

AIDS/AIMLBiomedical Vision & Dental AI
AI-Powered Real-Time Dental Caries & Periodontal Bone Loss Detector - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

AI-Powered Real-Time Dental Caries & Periodontal Bone Loss Detector

Deep learning panoramic X-ray analyzer highlighting interproximal cavities and alveolar bone reduction levels for dental clinics.

Full Source Code, Schematics & Report
IEEEPaper
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AIDS/AIMLDrone Robotics & Edge AI
Edge-AI Autonomous Drone Landing Pad Locator using ArUco & YOLO - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Edge-AI Autonomous Drone Landing Pad Locator using ArUco & YOLO

Downward-facing camera pipeline fusing high-altitude YOLO pad detection with low-altitude ArUco pose estimation for centimeter-level drone landing.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLSports Analytics & Biomechanics
AI-Powered Sports Motion Analysis & Biomechanical Injury Risk Coach - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

AI-Powered Sports Motion Analysis & Biomechanical Injury Risk Coach

Single-camera pose estimation system tracking knee valgus, elbow angles, and torso flexion to prevent athletic ACL tears.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLMarine Robotics & Autonomous Systems
Autonomous Maritime Vessel Obstacle Detection with Thermal Infrared Vision - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Autonomous Maritime Vessel Obstacle Detection with Thermal Infrared Vision

Water surface horizon detection and thermal infrared YOLO model detecting small boats, buoys, and swimmers in choppy waters.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLRobotics & Precision Agriculture
Vision-Based Autonomous Robotic Fruit Harvester with Ripeness Classifier - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Vision-Based Autonomous Robotic Fruit Harvester with Ripeness Classifier

RGB-D camera guidance pipeline identifying ripe tomatoes/apples, predicting 3D spatial center, and guiding a pneumatic suction gripper.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLCivil Infrastructure AI & Vision
AI-Powered Real-Time Structural Crack & Spalling Depth Estimator - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

AI-Powered Real-Time Structural Crack & Spalling Depth Estimator

Monocular depth estimation and Mask R-CNN network measuring bridge and pillar concrete fracture width down to sub-millimeter precision.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLImage & Video Processing AI
Low-Light Video Enhancement & Noise Reduction via Retinex Diffusion - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Low-Light Video Enhancement & Noise Reduction via Retinex Diffusion

Real-time neural illuminance booster restoring colour balance and suppressing sensor noise from dark night-time CCTV cameras.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision & Surveillance AI
Zero-Shot Video Action Recognition for Retail Shoplifting Prevention - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Zero-Shot Video Action Recognition for Retail Shoplifting Prevention

Spatio-temporal 3D CNN analyzing CCTV video streams to classify concealment and suspicious shelf-clearing behaviors in real time.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLDocument AI & Vision-Language
Automated Document Information Extraction (Key-Value) via Donut Model - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Automated Document Information Extraction (Key-Value) via Donut Model

OCR-free visual document transformer reading crumpled receipts, invoices, and utility bills directly into structured JSON.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLSmart Agriculture & Edge AI
Edge-AI Smart Pest & Insect Counter with Optical Lure Trap - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Edge-AI Smart Pest & Insect Counter with Optical Lure Trap

Solar-powered smart pheromone trap with macro camera and YOLOv8-Nano classifying and counting harmful agricultural insects daily.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLRobotics & Multimodal AI
Vision-Language Autonomous Agent for Robotic Tabletop Sorting - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Vision-Language Autonomous Agent for Robotic Tabletop Sorting

Open-vocabulary object detection and natural language command parsing guiding a robotic arm to pick and sort novel items on camera.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLAssistive AI & Computer Vision
Automated Sign Language Translation & Voice Synthesis via MediaPipe - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Automated Sign Language Translation & Voice Synthesis via MediaPipe

Bidirectional American/Indian Sign Language translator utilizing 3D hand landmarks and Bidirectional LSTM with instant text-to-speech.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLPrecision Agriculture & Computer Vision
Drone Aerial Crop Health & Thermal Moisture Mapping with YOLOv11 - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Drone Aerial Crop Health & Thermal Moisture Mapping with YOLOv11

Automated UAV orthomosaic stitcher and YOLOv11 weed/disease detector calculating Normalized Difference Vegetation Index (NDVI).

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLEdge AI & Computer Vision
Edge-AI Driver Drowsiness & Distraction Telemetry on Jetson Nano / ESP32-CAM - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Edge-AI Driver Drowsiness & Distraction Telemetry on Jetson Nano / ESP32-CAM

Real-time edge vision system calculating Eye Aspect Ratio (EAR) and head pose angles at 30 FPS to trigger instant cabin buzzer alarms.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLHealthcare AI & Computer Vision
Multi-Modal Medical Imaging Diagnostic Assistant (X-Ray + Clinical Notes) - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Multi-Modal Medical Imaging Diagnostic Assistant (X-Ray + Clinical Notes)

Dual-stream neural network fusing Vision Transformer (ViT) chest X-ray features with patient clinical text for pneumonia & effusion detection.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision / Sustainability
Smart Waste Classification and Analytics - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Smart Waste Classification and Analytics

YOLOv7 automated municipal trash classifier sorting plastic, organic, glass, metal, and electronic waste.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision / Accessibility
Indian Sign-Language Gesture Recognition - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Indian Sign-Language Gesture Recognition

MediaPipe hand-skeleton tracker and LSTM temporal classifier translating ISL gestures into text and speech.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLMedical AI / Computer Vision
Medical Image Anomaly Triage Demonstrator - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Medical Image Anomaly Triage Demonstrator

Chest X-ray and CT scan opacity detector utilizing DenseNet121 with Grad-CAM visual heatmaps for radiologist support.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLObject Detection / Intelligent Transport
Traffic-Sign Detection for Driver Assistance - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Traffic-Sign Detection for Driver Assistance

YOLOv8 / Faster-RCNN vision pipeline classifying traffic speed limits, warnings, and mandatory signals in real time.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision / Automotive Safety
Driver Drowsiness and Distraction Monitor - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Driver Drowsiness and Distraction Monitor

Real-time facial landmark analyzer tracking Eye Aspect Ratio (EAR) and head pose to sound drowsiness alarms.

Full Source Code, Schematics & Report
IEEEPaper
AIDS/AIMLComputer Vision / Agriculture
Crop Disease Detection and Advisory App - Working Student Engineering Prototype with Callout Labels
CRAFTORY STUDIO

Crop Disease Detection and Advisory App

ResNet50 / MobileNetV3 foliar plant disease classifier with organic remedy advisory for regional farmers.

Full Source Code, Schematics & Report
IEEEPaper
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