Healthcare
Earth Observation
Industry 5.0
Manufacturing
Defect Detection
Enabling High-Precision Corrosion Detection for Industrial Inspection (CETIM)
December 23, 2025
CETIM
CETIM supports industrial innovation and inspection, developing AI-powered solutions to improve the accuracy and reliability of structural defect detection in complex industrial components.

High operational risk due to low-contrast corrosion defects and complex surface textures, which are difficult to detect manually and limit the reliability of automated inspection systems. Ingedata addresses this by delivering precise, high-quality annotations to enable AI models to reliably detect subtle structural defects.

Project Goals
- Deliver precise annotation of corrosion defects for AI model development
- Address low-contrast defects and complex surface textures
- Meet strict quality standards and delivery timelines

Introduction
CETIM supports industrial innovation and inspection, developing AI-powered solutions to improve the accuracy and reliability of structural defect detection in complex industrial components.
Main Challenge
High operational risk due to low-contrast corrosion defects and complex surface textures, which are difficult to detect manually and limit the reliability of automated inspection systems. Ingedata addresses this by delivering precise, high-quality annotations to enable AI models to reliably detect subtle structural defects.
Goals
- Deliver precise annotation of corrosion defects for AI model development
- Address low-contrast defects and complex surface textures
- Meet strict quality standards and delivery timelines
Enhanced AI-Driven Inspection for Subtle Corrosion Detection
Reliable, High-Precision Annotations for Industrial Defect Detection
Project Impact
Enabled precise labelling of subtle corrosion defects in challenging visual conditions.
100
Delivered 100 annotated inspection images in 2 weeks while maintaining high-quality standards.
Improved AI-driven automated inspection for corrosion detection, reducing missed defects and increasing safety.
Precision Annotation for Industrial Defect Detection
High-Precision Corrosion Defect Annotation
Applied meticulous annotation techniques to label low-contrast corrosion defects on complex surfaces.
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1
High-Precision Corrosion Defect Annotation
Advanced Surface Texture Management
Ensured consistent defect labelling across varying textures, supporting robust AI model learning.
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2
Advanced Surface Texture Management
CVAT-Based Annotation Workflow
Leveraged CVAT for structured, scalable, and accurate defect annotation.
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3
CVAT-Based Annotation Workflow
Quality Control & Compliance
Maintained strict quality assurance to meet CETIM’s standards and project deadlines.
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4
Quality Control & Compliance
Rapid Delivery & Scalability
Delivered high-quality annotation outputs quickly while enabling future expansion of AI-driven inspection datasets.
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5
Rapid Delivery & Scalability
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