🤖 AI & Computer Vision Portfolio

Computer Vision
across every sector

Real time AI vision systems applied to the industries where precision, safety, and automation matter most. From field to factory, road to retail.

7
Industries
42
Use Cases
Real‑time
Inference
Edge + Cloud
Deployment
Agriculture
Field & Precision Farming
🌱
Crop Disease Detection
AI powered imaging detects early stage plant diseases, fungal infections, and nutrient deficiencies across fields using drone or ground cameras, enabling targeted treatment before spread.
Semantic SegmentationMultispectralDroneNDVI
🍎
Yield Estimation & Fruit Counting
Counts individual fruits, vegetables, and grain heads at scale using instance segmentation. Produces per field yield forecasts weeks before harvest with high spatial accuracy.
Instance SegmentationObject CountingYOLOv8UAV
🌾
Weed Detection & Precision Spraying
Distinguishes crop rows from weed species in real time, guiding autonomous sprayers to deliver herbicide only where needed, reducing chemical usage by up to 90%.
Real time DetectionEdge AIPrecision AgriRobot Guidance
🐄
Livestock Behavior Monitoring
Continuous camera based monitoring of herd behavior, posture, gait, and feeding patterns. Early anomaly detection flags illness, stress, or lameness before clinical signs appear.
Pose EstimationActivity Recognition24/7 CCTVLSTM
🛸
Autonomous Field Scouting
Drone mounted cameras survey thousands of acres autonomously, generating geo referenced field health maps, pest population density estimates, and actionable agronomic reports.
Drone AutonomyGIS MappingPhotogrammetryRGB + NIR
💧
Irrigation & Soil Stress Analysis
Thermal and multispectral imagery identifies water stress zones with per plant resolution, optimizing irrigation scheduling and reducing water consumption across variable terrain.
Thermal ImagingStress MappingCanopy AnalysisDeep Learning
Automotive
ADAS & Autonomous Driving
🛣️
Lane Departure & Keeping
Real time lane boundary detection and tracking using monocular or stereo cameras. Detects unintentional lane crossings, activates warnings, and provides steering correction assistance.
Semantic SegmentationOptical FlowADAS L2Camera Fusion
🚦
Traffic Sign Recognition
Detects and classifies speed limits, stop signs, warnings, and road markings at high frame rates under varied lighting and weather. Feeds directly into ADAS and HUD systems.
Object DetectionOCRCNNLow Latency
😴
Driver Monitoring System
In cabin IR camera tracks eye openness, blink rate, head pose, and gaze direction to detect drowsiness, distraction, and microsleeps, triggering graduated alerts and autonomous intervention.
Face LandmarkingEye TrackingIR CameraNCAP Required
🅿️
Surround View & Parking Assist
360° bird's eye view synthesis from 4 fisheye cameras enables automated parking, obstacle detection in blind zones, and trailer hitch alignment with sub centimeter precision.
Fisheye CalibrationStitch & WarpDepth EstimationFPGA
🧍
Pedestrian & Cyclist Detection
Multi class detection of pedestrians, cyclists, e scooters, and motorcyclists with trajectory prediction and time to collision estimation for AEB (automatic emergency braking) systems.
Sensor FusionLiDAR + CameraTrajectory PredictionAEB
🔢
License Plate Recognition
Robust ANPR at highway speed with support for multi country plate formats, partial occlusion, motion blur, and night conditions. Feeds access control, toll, and fleet management systems.
OCRSuper resolutionMulti countryEdge Deploy
Manufacturing
Quality & Process Automation
🔍
Surface Defect Inspection
High resolution line scan cameras detect micro scratches, dents, voids, and coating defects on metal, glass, plastic, and textile at production line speed, replacing manual visual inspection.
Anomaly DetectionLine scanDefect LocalizationISO Quality
🦺
PPE Compliance Monitoring
Continuously verifies workers wear required safety equipment including hard hats, safety vests, gloves, and goggles in restricted zones. Sends real time alerts and logs compliance events automatically.
Object DetectionKeypoint EstimationAlert SystemGDPR aware
🤖
Robot Guidance & Bin Picking
6-DOF pose estimation of randomly oriented parts in bins enables robotic arms to grasp, orient, and place components with sub millimeter accuracy without fixtures or pre positioning.
6D Pose EstimationDepth CameraRobot VisionROS 2
✅
Assembly Verification
Compares each assembled product against a golden reference to verify all components are present, correctly oriented, and properly secured, catching assembly errors before they reach the next stage.
Template MatchingFeature ComparisonGo/No GoERP Integration
🌡️
Predictive Maintenance Vision
Thermal cameras detect abnormal heat signatures in motors, bearings, and electrical panels. Combined with vibration data, the system predicts failure hours before breakdown occurs.
Thermal ImagingAnomaly DetectionTime series FusionIIoT
📏
Dimensional Measurement
Non contact 3D measurement of machined parts using structured light or stereo vision achieves micron level tolerances, replacing CMMs for in line 100% inspection of critical dimensions.
Structured LightPoint CloudGD&TIn line CMM
Construction
Site Safety & Progress Monitoring
⛑️
Worker Safety & PPE Compliance
Multi zone monitoring detects missing hard hats, safety vests, and harnesses across active construction sites. Real time alerts are sent to site managers and access is logged per worker ID.
Object DetectionZone MonitoringReal time AlertMulti camera
📅
Construction Progress Tracking
Periodic drone or time lapse captures are compared against BIM models to measure actual vs. planned construction progress, identify delays, and generate automated project status reports.
3D ReconstructionBIM ComparisonPhotogrammetryProject Mgmt
🚧
Equipment & Vehicle Tracking
Tracks position, usage hours, and proximity of cranes, excavators, loaders, and vehicles across large sites. Prevents unauthorized use and optimizes asset utilization and maintenance scheduling.
Object TrackingReIDGPS FusionAsset Mgmt
⚠️
Danger Zone Intrusion Detection
Virtual perimeters around crane swing zones, edge drop zones, and excavation pits trigger immediate alerts when workers or unauthorized personnel cross boundaries, even under poor lighting.
Virtual FencingLow light VisionPerimeter AIIR Cameras
🏗️
Structural Inspection by Drone
Autonomous drones capture facade, bridge, and high rise imagery analyzed by AI to detect cracks, spalling, corrosion, and deformations, eliminating rope access and reducing inspection risk.
Crack DetectionAutonomous UAVDefect MappingReport Gen
📐
As Built vs. Design Verification
Point cloud data from site scans is automatically compared to architectural drawings to flag deviations, rework requirements, and dimensional non conformances before concrete is poured.
LiDAR ScanningCAD AlignmentDeviation MapsClash Detection
Retail
In store Analytics & Loss Prevention
🛒
Shelf Inventory & Out of Stock Detection
Camera based shelf monitoring identifies empty facings, misplaced products, and planogram violations in real time, triggering automated replenishment orders and reducing lost sales.
Object DetectionPlanogram AISKU RecognitionWMS Integration
👁️
Customer Behavior Analytics
Anonymous heatmaps track customer dwell time, traffic flow, and engagement with displays across store zones, enabling layout optimization, staff allocation, and promotional effectiveness measurement.
Anonymous TrackingHeatmapZone AnalyticsPrivacy by Design
🔐
Loss Prevention & Theft Detection
AI detects suspicious behaviors such as item concealment, shelf sweeping, and tag removal, and cross correlates with POS data to identify cashier fraud patterns. Reduces shrinkage without staff intervention.
Behavior DetectionAnomaly AIPOS FusionEvidential Video
⏱️
Queue Management
Overhead cameras count customers in queues and predict wait times. Automatically signals staff to open new lanes when thresholds are exceeded, reducing abandonment and improving satisfaction.
People CountingWait time Pred.Staff AlertingOverhead Camera
🤳
Visual Product Search & Recognition
Customers photograph any item to instantly surface product details, alternatives, and pricing in app. In store kiosks use the same engine for product lookup, reviews, and aisle navigation.
Image RetrievalEmbedding SearchMobile InferenceCatalog Match
📊
Demographics & Audience Analytics
Privacy preserving age range and gender estimation at display fixtures and store entrances enables targeted digital signage, product recommendations, and footfall demographic reporting.
Privacy Safe AIEdge InferenceNo Face StorageDigital Signage
Logistics
Warehouse & Supply Chain
📷
Barcode & QR Omni scanning
Multi angle camera arrays read 1D/2D barcodes, QR codes, and DataMatrix on packages moving at high conveyor speed, even under partial damage, poor contrast, or extreme skew angles.
OmnireadHigh speed ConveyorLabel VerificationWMS Integration
📦
Package Damage Detection
Automated inspection of inbound and outbound parcels identifies dents, tears, moisture damage, and inadequate sealing before acceptance or dispatch, reducing customer complaints and returns cost.
Defect DetectionMulti side ImagingClaim ReductionAudit Trail
📐
Dimensioning & Volume Measurement
Contactless 3D measurement of package dimensions and weight at conveyor speed determines optimal cartonization, accurate freight billing, and cube utilization across truck loads.
3D VisionDIM WeightCartonizationLoad Planning
🏭
Warehouse AMR Navigation
Autonomous mobile robots use camera based SLAM, obstacle avoidance, and dynamic path planning to navigate busy warehouses, pick and place totes, and dock precisely at charging stations.
Visual SLAMObstacle AvoidanceAMR VisionFleet Management
🚚
Loading Dock Verification
Cameras at dock doors capture license plates, container IDs, and trailer content during loading and unloading. AI verifies manifests and flags discrepancies before trailers depart.
ANPRContainer OCRManifest VerifyDock AI
🗂️
Inventory Cycle Counting by Drone
Autonomous drones fly warehouse aisles after hours, reading shelf labels and RFID tags with cameras to generate accurate inventory counts, eliminating manual counting and workflow disruption.
Indoor DroneLabel OCRInventory AIERP Sync
Smart City
Urban Intelligence & Public Safety
🚗
Traffic Flow Optimization
Intersection cameras classify vehicles and measure real time flow. AI controlled adaptive traffic lights reduce average intersection wait times and optimize green wave corridors city wide.
Vehicle ClassificationAdaptive SignalsCity scale AIV2I
🕳️
Road Defect & Pothole Detection
Vehicle mounted or fixed cameras continuously scan road surfaces, detecting potholes, cracks, and surface deterioration. Results feed directly into maintenance work order systems with GPS tagging.
Surface InspectionGPS TaggingFleet CameraAsset Mgmt
👥
Crowd Density & Flow Analysis
Overhead cameras monitor crowd density in public spaces, transit hubs, and event venues. AI forecasts critical density thresholds and enables authorities to pre empt dangerous situations.
People CountingDensity MappingSafety ThresholdsEvent Mgmt
🅿️
Smart Parking Detection
Cameras on poles or overhead detect occupancy of each parking bay in real time. Availability data feeds dynamic wayfinding signage and parking apps, reducing urban search traffic by up to 30%.
Occupancy DetectionReal time FeedDynamic SignsParking API
🗑️
Waste & Environmental Monitoring
Smart bins with fill level sensors and cameras optimize waste collection routes. Street cameras flag illegal dumping, graffiti, and littering events for rapid municipal response and cleanup dispatch.
Fill level DetectionEvent DetectionRoute OptimizationSmart Bin
🚨
Public Safety & Incident Detection
AI surveillance detects unusual events such as fights, falls, abandoned objects, and perimeter breaches, alerting operators in seconds. Operates 24/7 with no camera fatigue across thousands of feeds.
Anomaly DetectionBehavior AIVSaaSOperator Alert