Computer vision for every industry
From factory floors to retail shelves — see how teams build and deploy CV models with vfrog.
Manufacturing & Industry
Manufacturing & Industry
Visual Quality Inspection
Inspect every part, every time, at line speed — catching scratches, dents, misalignments, and cosmetic defects before they reach customers.
Read the visual quality inspection use case →Manufacturing & Industry
OCR, Code Verification & Traceability
Automatically read engraved codes, barcodes, and labels at line speed — ensuring full traceability from component to finished product.
Read the ocr, code verification & traceability use case →Manufacturing & Industry
Electronics & PCB Inspection
Detect missing components, solder bridges, misaligned resistors, and insufficient joints on PCBs — at speeds and accuracy manual inspection cannot match.
Read the electronics & pcb inspection use case →Manufacturing & Industry
Assembly Verification
Verify each assembly step in real time — confirming correct components, orientation, and positioning before the product moves downstream.
Read the assembly verification use case →Manufacturing & Industry
Robot Guidance & Machine Tending
Give robots real-time awareness of part position and orientation — enabling bin picking, flexible machine loading, and adaptive assembly.
Read the robot guidance & machine tending use case →Manufacturing & Industry
Safety & PPE Compliance Monitoring
Convert existing cameras into an always-on safety monitoring layer — detecting PPE compliance, zone violations, and unsafe behaviors continuously.
Read the safety & ppe compliance monitoring use case →Manufacturing & Industry
Process Monitoring & Predictive Maintenance
Detect visual signs of equipment degradation before failure — enabling maintenance scheduling based on actual condition rather than calendar intervals.
Read the process monitoring & predictive maintenance use case →Manufacturing & Industry
Packaging & Label Inspection
Verify every unit at line speed — confirming correct labels, readable barcodes, intact seals, and accurate bundle configurations.
Read the packaging & label inspection use case →Agriculture & Environmental Monitoring
Agriculture & Environmental Monitoring
Crop Disease & Pest Detection
Identify crop diseases, pest infestations, and nutrient deficiencies from drone and field camera imagery — enabling targeted intervention before yield loss.
Read the crop disease & pest detection use case →Agriculture & Environmental Monitoring
Livestock Monitoring & Health Detection
Monitor animal behavior, detect health anomalies, and track herd movement automatically using cameras in barns, feedlots, and pastures.
Read the livestock monitoring & health detection use case →Agriculture & Environmental Monitoring
Yield Estimation & Harvest Planning
Count and size fruits, vegetables, and grain from field imagery to generate accurate yield forecasts — enabling better harvest logistics and market planning.
Read the yield estimation & harvest planning use case →Transportation & Automotive
Transportation & Automotive
Traffic Monitoring & Flow Analysis
Count vehicles, classify types, measure speeds, and analyze traffic patterns from road cameras — enabling real-time signal optimization and congestion management.
Read the traffic monitoring & flow analysis use case →Transportation & Automotive
License Plate Recognition (ALPR)
Read and verify license plates automatically from cameras at parking facilities, toll points, access gates, and law enforcement checkpoints.
Read the license plate recognition (alpr) use case →Transportation & Automotive
Vehicle Damage Inspection
Detect and classify vehicle damage — dents, scratches, cracks, and paint defects — from photos or drive-through camera systems for fleet management and insurance.
Read the vehicle damage inspection use case →Retail & E-commerce
Retail & E-commerce
Shelf Monitoring & Inventory Tracking
Track shelf stock levels, detect planogram compliance, and prevent out-of-stock situations automatically using existing store cameras.
Read the shelf monitoring & inventory tracking use case →Retail & E-commerce
Loss Prevention & Theft Detection
Detect suspicious behaviors, unauthorized product handling, and shrinkage patterns from existing security cameras — reducing retail loss without additional staffing.
Read the loss prevention & theft detection use case →Retail & E-commerce
Customer Traffic & Behavior Analytics
Measure foot traffic, dwell times, heatmaps, and customer flow patterns to optimize store layouts, staffing, and promotional placement.
Read the customer traffic & behavior analytics use case →Security & Safety
Security & Safety
PPE Compliance Monitoring for Construction Sites
Automatically monitor hard hat, safety vest, and PPE compliance across your construction sites. Reduce safety incidents with real-time alerts.
Read the ppe compliance monitoring for construction sites use case →Security & Safety
Perimeter & Intrusion Detection
Detect unauthorized access, perimeter breaches, and suspicious activity from CCTV feeds — replacing motion-sensor false alarms with intelligent visual analysis.
Read the perimeter & intrusion detection use case →Security & Safety
Fire & Smoke Detection
Detect fire and smoke visually from cameras seconds faster than traditional sensors — providing early warning in warehouses, forests, and industrial facilities.
Read the fire & smoke detection use case →Healthcare & Medical Imaging
Healthcare & Medical Imaging
Diagnostic Imaging Assistance
Assist radiologists in detecting anomalies in X-rays, CT scans, and MRI — flagging potential findings for review and reducing diagnostic oversight.
Read the diagnostic imaging assistance use case →Healthcare & Medical Imaging
Surgical Instrument Tracking
Track and verify surgical instrument counts during procedures using operating room cameras — preventing retained instruments and improving tray management.
Read the surgical instrument tracking use case →Healthcare & Medical Imaging
Patient Monitoring & Fall Detection
Detect patient falls, bed exits, and mobility anomalies in hospital rooms and care facilities — enabling faster response and reducing preventable injuries.
Read the patient monitoring & fall detection use case →