Few-Shot Pre-Trained Model: Precision even for Unstructured Scenes
With minimal sample calibration (typically 5-20 samples), it accurately differentiates good products from defective products—even in unstructured scenarios where products or defects lack fixed shapes (e.g., irregular glue dots & weld joints). Built on multimodal industrial defect data pre-training, the model delivers uncompromising accuracy, exceeding the strictest manufacturing quality standards with a 0% miss rate and 0.5% false positive rate. It eliminates rigid rule-based limitations and dependence on massive annotated samples, avoiding the need for scenario-specific retraining entirely.
EVVR Solutions:
Systems
EVVR OS
AI-based solutions for machine vision inspection and quality control to help significantly reduce both false positives and false negatives with proven automated defect inspection technology.
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Systems
EVVR App
Your automation system is harmonious with EVVR App, bringing you clearance & convenience for your automation settings.
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Gateways
EVVR T-Box
Providing a remote communication interface for commercial vehicle. As a wireless gateway, EVVR T-box is a good fit for connected mobility and data management.
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Controllers
EVVR Center
The intelligent “brain” of EVVR automation system is local, reliable, secure, and private.
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Controllers
EVVR Center Lite
Absolute control from a no-cloud automation controller that supports Zigbee, Z-Wave, Bluetooth and WiFi in one local control network.
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Controllers
EVVR Hub - CES 2023 honoree
As a CES 2023 Innovation Awards honoree, EVVR Hub is a compact, cost-effective smart controller compatible with multiple protocols.
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Actuators
Energy Monitoring Relay
Compatible with HomeKit, Energy monitoring plug and relay switch controls your appliances with extended functionalities.
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Actuators
Homekit In-Wall Relay Switch
EVVR Homekit switch offers a compact solution for your existing wall switches, no neutral wire required and Homekit-enabled.
Most popular
Actuators
In-Wall Relay Switch (Multi-Protocol)
EVVR smart lighting control solution provides you highly compatible, no-neutral smart relay switch.
Learn more
Systems
EVVR OS
AI-based solutions for machine vision inspection and quality control to help significantly reduce both false positives and false negatives with proven automated defect inspection technology.
Learn more
Systems
EVVR App
Your automation system is harmonious with EVVR App, bringing you clearance & convenience for your automation settings.
Learn more
Gateways
EVVR T-Box
Providing a remote communication interface for commercial vehicle. As a wireless gateway, EVVR T-box is a good fit for connected mobility and data management.
Learn more
Controllers
EVVR Center
The intelligent “brain” of EVVR automation system is local, reliable, secure, and private.
Learn more
Controllers
EVVR Center Lite
Absolute control from a no-cloud automation controller that supports Zigbee, Z-Wave, Bluetooth and WiFi in one local control network.
Learn more
Controllers
EVVR Hub - CES 2023 honoree
As a CES 2023 Innovation Awards honoree, EVVR Hub is a compact, cost-effective smart controller compatible with multiple protocols.
Learn more
Actuators
Energy Monitoring Relay
Compatible with HomeKit, Energy monitoring plug and relay switch controls your appliances with extended functionalities.
Learn more
Actuators
Homekit In-Wall Relay Switch
EVVR Homekit switch offers a compact solution for your existing wall switches, no neutral wire required and Homekit-enabled.
Most popular
Actuators
In-Wall Relay Switch (Multi-Protocol)
EVVR smart lighting control solution provides you highly compatible, no-neutral smart relay switch.
Learn more
Gateways
EVVR T-Box
Providing a remote communication interface for commercial vehicle. As a wireless gateway, EVVR T-box is a good fit for connected mobility and data management.
Learn more
Actuators
Energy Monitoring Relay
Compatible with HomeKit, Energy monitoring plug and relay switch controls your appliances with extended functionalities.
Learn more
Actuators
Homekit In-Wall Relay Switch
EVVR Homekit switch offers a compact solution for your existing wall switches, no neutral wire required and Homekit-enabled.
Most popular
Actuators
In-Wall Relay Switch (Multi-Protocol)
EVVR smart lighting control solution provides you highly compatible, no-neutral smart relay switch.
Learn more
Seamless Integration
EVVR's system is compatible with various automation devices and seamlessly integrates with legacy systems and emerging technologies.
No-Code Usability
EVVR is user-friendly and no programming is required. Drag-and-drop creator & AI copilot enable fast setup and minimize deployment time with zero technical barriers.
Multi-SKU Adaptation
EVVR swiftly adapts to product changes via advanced algorithms without reprogramming or extensive retraining, particularly ideal for multi-variety or small-batch production lines.
Adaptable AI Vision Solution to Automate Quality Control
EVVR's AI vision platform tackles your business challenges with prebuilt workflows, trained models and proven solutions. It is suitable for quality control across various industries for false/missed/mixed inspection scenarios.
Electronics
In low-volume, high-mix PCBA manufacturing, setup time directly impacts profitability. Traditional computer vision systems demand hours of reprogramming and retraining for each product variation. This inefficiency causes costly production delays during machine configuration and calibration.
EVVR Vision exceeds in 80% faster changeovers, enabling seamless transitions between diverse PCBAs. Our AI-powered solution requires minimal reconfiguration, ensuring rapid adaptation in high-mix quality control.
Core Value
• Efficiency: 80% faster changeover; Minimizes configuration time;
• Quality: 0% miss rate & 0.5% false positive rate
• Flexibility: Seamless transition between product variations — no lengthy retraining/reprogramming needed.
Products Used
Battery
Battery manufacturing demands high precision across every stage from electrode coating and cell stacking to module assembly and final pack inspection. Traditional vision systems struggle to keep up with evolving designs, subtle material variations, and high-speed production, resulting in quality risks and downtime.
EVVR Solution transforms quality assurance with AI-driven inspection intelligence. Its adaptive vision engine automatically adjusts to new cell formats, chemistries, and assembly conditions, detecting coating irregularities, alignment errors, welding defects and surface anomalies with exceptional precision.
Core Value
• Efficiency: Up to 80% faster product changeovers and less line downtime.
• Quality: Detects micro-defects and assembly deviations with near-zero miss rates.
• Flexibility: Seamlessly adapts to new cell designs and production processes without retraining.
• Safety: Ensures early detection of potential failure risks, enhancing product reliability.
• Sustainability: Reduces waste, rework, and resource consumption for greener, smarter manufacturing.
Products Used
Automotive
In automotive manufacturing, the wide variety of parts and complex assembly processes make quality inspection highly challenging. EVVR solution leverages an AI-driven vision engine to deliver high-precision, multi-station inspection.
The system intelligently adapts to complex parts, changing inspection criteria and adjust to different vehicle models, components and production environments. It maintains real-time inspection under high-speed manufacturing cycles, minimizing false detection while removing dependence on manual recalibration or human judgment. Seamlessly integrated with MES and QMS systems, EVVR solution creates a connected, data-driven quality ecosystem that enhances traceability, consistency and overall production efficiency.
Core Value
• Efficiency: Up to 80% faster changeover; minimizes line downtime and configuration effort.
• Quality: Real-time detection of surface defects, assembly deviations and missing components, achieving 0% miss rate and ultra-low false positives.
• Flexibility: Seamless transition between vehicle models and parts with no lengthy reprogramming or retraining required.
Products Used
Food & Beverage
EVVR OS solves F&B’s core QC pain points like Non-Standard Shapes, High-Speed Production, Fast SKU Changeovers and so on.
Traditional Vision struggles with fixed template matching and slow adaptation to products with non-uniform shapes/sizes.
EVVR OS Solutions:
• Non-standard shapes: Pre-trained multi-modal models learn intrinsic product features without fixed templates.
• High-speed production + Fast changeovers: Edge computing + few-shot learning enable efficient, low-latency inspection and no reprogramming required.
Core Value:
• Quality: 0% missed inspections; 99.9% hazard detection (blocks non-conforming products).
• Efficiency: 30% higher line efficiency; 80% lower changeover costs; Waste rate cut from 10% to <2%.
• Compliance: Full-lifecycle traceability.
Products Used
High Compatibility
EVVR easily integrates with automation brands & standard communication protocols, ensuring seamless interoperability.