Optical Module Appearance Defect Analysis

From an introduction of image processing to detailed information on various inspections, this publication offers a systematic approach to machine vision. Appearance inspection is used to find foreign ...

Factory
Nov 18, 2025

Investigation of Surface Defects in Optical Components Based on

In response to the challenge of detecting nanoscale defects on optical component surfaces, we propose a method for

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Factory
Jun 27, 2026

Enhancing machine vision-based optical module housing defect

The optical modules are core components in fiber optic communication systems, primarily responsible for converting

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Factory
Apr 02, 2026

(PDF) A Four-Stage Product Appearance Defect Detection Method

Therefore, this paper proposes a four-stage appearance defect detection model: contrast enhancement, segmentation,

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Factory
Aug 23, 2025

Semiconductor Inspection

To help counter such effects, inspection tools for sub-100 nm defect detection employ highly sophisticated optical spatial filtering,

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Factory
Jan 01, 2026

Enhancing machine vision-based optical module housing defect

Article information Abstract In surface quality inspection of optical module housings, deep learning-based automated

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Jun 01, 2026

(PDF) A Review and Analysis of Automatic Optical

In this review the defects of the commonly inspected electronic components, such as semiconductor wafers, flat panel

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Factory
Dec 14, 2025

A Four-Stage Product Appearance Defect Detection Method With

With the automation of industrial production, appearance defect detection based on machine vision plays an important

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Factory
Apr 01, 2026

Product inspection | Hamamatsu Photonics

Within semiconductor product inspection, explore advanced techniques for defect detection and fault location. Learn about

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Factory
Oct 06, 2025

Optical design for 3D detection of surface defects on ultra-precision

Abstract With the growing demand for ultra-precision curved optical element applications, the requirements for element

Factory
Jun 28, 2026

Simulation and detection of surface defects of optical components

Abstract Surface defect detection is the key to assessing the quality of optical surfaces. Traditional geometric optics

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Factory
Oct 12, 2025

Research on Machine Vision Optical Component Surface Defect

This paper discusses using machine vision technology to identify defects on the surface of optical components and

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Factory
Nov 12, 2025

Defect Detection Method for Large-Curvature and Highly

This study proposes the MF-YOLOv11 detection model to address the challenges of diverse defect morphologies,

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Factory
Sep 12, 2025

(PDF) A Review and Analysis of Automatic Optical

A. M. Abu Ebayyeh, A. Mousavi: Review and Analysis of Automatic Optical Inspection and Quality Monitoring Methods

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Factory
Oct 14, 2025

Optical wafer defect inspection at the 10 nm technology node

Very recently, the combination of conventional optical defect inspection with emerging techniques such as nanophotonics, optical

Factory
Aug 18, 2025

Real-time edge AI inspection for subtle defects in transparent optical

This study presents a real-time edge-based inspection system for detecting subtle defects including black spot

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Factory
Jan 26, 2026

Product appearance detection based on visual keywords matching

Based on the characteristics of defects, this paper uses visual keywords to describe defects, and proposes an algorithm

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Factory
Oct 15, 2025

Solution for 3C product appearance AOI/AVI

Solution Features Optical+Algorithm Solution Independent intellectual property micro level high-precision high-speed optical imaging

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Factory
Apr 14, 2026

Defect analysis and performance evaluation of photovoltaic modules

Abstract This paper presents a defect analysis and performance evaluation of photovoltaic (PV) modules using

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Factory
Apr 26, 2026

Surface defect size measurement of planar optical components based

This article independently constructed a planar optical component surface defect imaging system, collected six types of

Factory
Jun 26, 2026

Failure analysis on silicon semiconductor device materials: optical and

Laboratory based failure analysis using microscopic techniques are notable among the existing modern defect

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Mar 04, 2026

Deep-Learning-Enabled Automatic Optical Inspection for Module

Liquid crystal display (LCD) defects detection on module level is increasingly important for flat-panel displays (FPD)

Factory
Jun 10, 2026

Full article: A more reliable defect detection and performance

The approach accurately detects appearance defects on display panels in various sizes and shapes within a short

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Jan 24, 2026

2026 Complete Guide to Optical Module Visual Inspection Equipment

This 2026 industry-leading guide explains core definitions, working workflows, performance benchmarks, and ROI calculation of

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Factory
Jul 13, 2026

Appearance Inspection (Foreign Particles, Flaws, Defects)

This page describes applications of image processing that improve inspection for foreign particles, flaws and defects, and introduces

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Factory
Jul 04, 2026

Review A review of automated solar photovoltaic defect detection

In this paper, data analysis methods for solar cell defect detection are categorised into two forms: 1) IBTs, which

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Factory
Apr 09, 2026

Surface defect size measurement of planar optical components based

Abstract Surface defects on optical components can affect their performance, the accurate segmentation and

Factory
Oct 25, 2025

Defect Prediction in CWDM Optical Modules Using Multimodal Learning

The proposed approach represents a scalable and efficient solution for automated quality control in optical module

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Factory
Mar 16, 2026

An automated optical inspection (AOI) platform for three-dimensional

Abstract With the widespread deployment of wavelength division multiplexing (WDM), optical transceivers increasingly

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