industry

Electronics
Electronics
Opportunities for the electronics industry

The electronics market is characterized by its constant need for more innovation and shorter time to market. Delivered products need to work as intended while meeting safety requirements for manufacturers to maintain competitiveness.

Our Solutions

To meet the demanding circumstances of the electronics market, SmartMore provides timely, scalable and accurate inspection systems based on machine vision for the electronics industry.

Consistent Quality Control Standards

Ensure the consistency and efficiency of quality control standards by deploying and scaling across multiple production lines.

Algorithm Toolkit for Visual Inspection

Apply machine vision inspection systems to different stages of the fabrication process, easily achieving scalability while being adapted to various product types.

Diverse Application Scenarios

Generate machine vision models to identify and classify defects, trace materials and check parts or product batch numbers.

Applications
Wireless Charging Device
Scratch detection of battery pack
Defect detection of charging coil film
  • Scratch detection of battery pack

    The defective rate of the enclosure of electronic products has always been a challenge in the industry, and there has been a lack of an effective response for a long time. Based on machine vision and rich experience, we introduce an enclosure smart solution, which can provide a complete enclosure quality inspection functions. Our solution can help customers measure the shell size and detect enclosure defects, discoloration, burr, and others, suitable for the enclosure appearance inspection of diverse electronic consumer products.The scratch defects on the battery pack can be detected with a high precision rate.

  • Defect detection of charging coil film

    Defect detection of charging coil film for a company’s wireless charging coil for smartphones, increasing the efficiency by 200%. By means of machine vision in the production process for appearance defect detection, we can improve product quality, and reduce the repair rate. There are more than 20 types of defects that can be detected, with a high precision rate. Based on the classification algorithm of SMore ViMo, we adopt the deep learning algorithm to optimize the overall effect, achieve pixel-level processing, reduce the processing speed to 0.2s / piece, and achieve 100% production line coverage with 20% quality inspection workers.

Enclosures
Scratch detection of middle frame for smartphone
Appearance inspection of middle frame
  • Scratch detection of middle frame for smartphone

    Our solution was applied to a global leading smartphone manufacturer, for the scratch detection of the middle frame, with a detection rate of 99.9%.

  • Appearance inspection of middle frame

    Our solution was applied to a smartphone manufacturer, for the appearance inspection of the middle frame, improving the detection rate by 90% and reducing the labor cost by 80%.

Small Parts
OCR for magnetic vibration motor
Appearance inspection of smartphone holder
OCR for smartwatch
  • OCR for magnetic vibration motor

    Our solution was applied to a global leading smartphone manufacturer, for OCR of its magnetic vibration motors, with a precision rate of 99.9%.

  • Appearance inspection of smartphone holder

    Our solution was applied to a global leading smartphone manufacturer, for the appearance inspection of smartphone holders, with a detection rate of over 99%.

  • OCR for smartwatch

    OCR for smartwatches, achieving a high recognition precision rate of 99.9%.

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