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  6. AI inspection library for embedded devices (DLL and OEM provision)

AI inspection library for embedded devices (DLL and OEM provision)

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DeepAge Sensor

last updated:Aug 25, 2026

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Built libraries and public C headers. 12ms per frame on CPU only, no GPU required. Over 8 years and more than 100 units deployed.

To manufacturers and system integrators who want to incorporate AI inspection features into devices that handle images: DeepAge Sensor is provided as a pre-built inference library (Windows/UNIX). You only need to reference one public C header (extern "C"). It works simply by linking in C/C++ or loading with ctypes in Python. The CPU version requires no GPU, CUDA, or drivers, and operates at 12ms per image (the GPU version operates at 2ms). Training is done on our cloud, and only the model file is distributed to the devices, so there is no need to rebuild the device software every time the model is updated. An unsupervised anomaly detection library (.uai) can also be used with the same API structure. We will provide a library and sample model for evaluation, so you can first check if create→load→inference works in your environment. OEM/white label offerings are available. Your company will handle primary support, while we will provide secondary support.

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AI inspection library for embedded devices (DLL and OEM provision)

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  • Related Link - https://sensor.deepage.net

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basic information

【Provided Items】Built inference library (GPU version and CPU version) + public C header (inference.hpp) + model files (.ai/.uai) + complete self-test for operation confirmation 【Operating Requirements】CPU version: No GPU, CUDA, or driver required (12ms per image) / GPU version: NVIDIA sm_86 or later, CUDA 13.2 series (2ms per image) 【OS】Windows / UNIX (Linux x86_64) 【API】Four stages: create → load → inference → close (6 functions). Unsupervised anomaly detection follows the same structure 【Model Update】Only file replacement is needed. No need to rebuild the device software 【Support Responsibility】Primary: Your company / Secondary: Our company (technical separation and bug response)

Price information

OEM royalty (based on the ratio to the equipment's main price) individual quotation / evaluation library and sample model provided.

Price range

P3

Delivery Time

P3

※The initial model creation is free (accuracy report in as little as one week).

Applications/Examples of results

- OEM integration of AI inspection functions into products of inspection equipment manufacturers (over 100 units implemented since the start of provision in 2018, 8 years ago) - Supports both retrofitting inspection options to existing models and standard installation in next-generation models - Proven track record of deployment in equipment for overseas markets, including China

Detailed information

  • 1_装置への搭載実績100台超.png

    8 years of experience with over 100 devices installed and key specifications.

  • 2_3つの学習方法_不良品画像0枚でも可.png

    Three learning methods. The unsupervised anomaly detection library has the same API structure.

  • 3_CPUだけで検査_学習はクラウド.png

    Learning is done in the cloud, and inference is performed only by the device's CPU. Model updates are done solely by replacing files.

  • 4_導入4ステップ_最短1週間初回無料.png

    1. Receipt of evaluation library 2. Operation confirmation with self-test 3. Application integration 4. Model creation in actual work (first time free)

  • 5_検知対象6業種.png

    6 industries and various defects addressed (solder defects/scratches/dents/burrs/chips/foreign objects/missing items/printing defects)

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AI Integration Guide for Inspection Equipment

AI Integration Guide for Inspection Equipment

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DeepAge Sensor Product Catalog

DeepAge Sensor Product Catalog

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We provide services that utilize data. The value generated from data has been increasing day by day. While there may be a focus on chasing numbers in sales targets and marketing, the importance of processing large amounts of data with computers to create new value has not been emphasized as much. Technology is evolving every day. We have become capable of gathering various data in the cloud and processing large volumes of data. However, even with an understanding of such technologies and their value, practical implementation is still not sufficiently realized. We will accurately understand the current issues, sincerely consider whether artificial intelligence and new technologies can solve them, and communicate our findings to the world in the most optimal way.

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