Infoscribe handles a wide range of industrial media, covering most formats used today in production, quality control, automated inspection, and robotics environments. This versatility allows us to support manufacturing, automotive, energy, logistics, aerospace, and electronics industries, meeting growing needs in computer vision, automation, and industrial AI.

One key category is industrial photographs, including images of parts, equipment, surfaces, or components. These can be annotated to detect defects, measure tolerances, monitor wear, or identify visual anomalies. We also process images from production lines, assembly stages, or snapshots from industrial supervision systems.

Industrial videos form another important category. They enable analysis of gestures, tracking of logistics flows, assessment of production rates, or detection of unexpected behaviors in dynamic environments. Videos from surveillance cameras, industrial robots, or embedded systems can also be processed.

Infoscribe can handle data from machine vision systems used for automated quality control or rapid defect detection on high-speed production lines. Sources may include raw formats, calibrated images, or continuous streams requiring preprocessing.

We also process 3D data, including point clouds from industrial scanners, LiDAR systems, or depth sensors (stereo, ToF). These are essential for 3D modeling, volumetric inspection, surface reconstruction, or deformation detection.

Specialized media include thermal images, useful for detecting overheating, monitoring electrical networks, predictive maintenance, or insulation assessment. We also process industrial X-rays (radiography) for non-destructive testing (NDT), such as inspecting welds, metal parts, or composite materials.

Finally, our teams can work with LiDAR scans, multispectral or hyperspectral images, or any other format produced by industrial machines.

Thanks to this ability to handle diverse and complex media, Infoscribe meets the demanding requirements of data analysis, annotation, processing, and structuring in modern industrial contexts.

Infoscribe ensures annotation consistency and quality in industrial settings through a combination of proven methodologies, strict quality control, and management adapted to operational constraints. Industrial environments present numerous challenges—low tolerance for errors, lighting variations, occlusions, dust, rapid movements, or complex perspectives—requiring higher annotation standards than in other sectors.

1. Precise, Use-Case-Specific Guidelines

Before project launch, detailed, tailor-made guidelines are prepared, defining:

• object classes and subclasses,
• segmentation or detection rules,
• tolerances,
• special cases and exceptions,
• annotation conditions in degraded situations (shadows, reflections, blur).

These documents are developed in collaboration with the client to faithfully reflect industrial requirements.

2. Targeted Team Training

Annotators receive domain-specific industrial training, including:

• understanding parts and equipment,
• identifying defects,
• maintaining annotation consistency,
• mastering 2D/3D tools.

Evaluation tests ensure annotators reach the required level before joining the project.

3. Multi-Level Quality Control Workflow

Infoscribe applies a multi-layer QA process, including:

• systematic review by senior annotators,
• double annotation on critical samples,
• regular audits according to ISO 2859–equivalent standards,
• variance analysis to quickly correct deviations.

This ensures high consistency even with massive volumes.

4. Specialized 2D/3D Tools

Annotation tools enable:

• zooming in on micro-defects,
• 3D calibration,
• multi-view visualization,
• precise polygon and mask manipulation.

This minimizes errors due to visual variations.

5. Continuous Monitoring and Adjustments

Regular check-ins with the client allow guideline adjustments, clarification of ambiguities, and ongoing alignment with industrial objectives.

Thanks to this strict framework, Infoscribe delivers reliable, consistent, and compliant annotations that meet the most demanding industrial requirements.

Infoscribe applies a particularly rigorous quality control and internal audit process for industrial projects, especially those involving critical applications related to safety, compliance, or traceability. The goal is to ensure maximum accuracy, perfect consistency, and reliability that meets the high standards of industrial environments.

1. Implementation of Strict, Standardized Guidelines

Before any annotation, detailed guidelines are developed in collaboration with the client. They define:

• object classes,
• quality criteria,
• acceptable tolerances,
• exceptions,
• edge cases.

These documents serve as a normative reference for the entire team.

2. Specialized Annotator Training

Annotators receive dedicated industrial training, including:

• understanding parts, machines, or components,
• identifying defects or anomalies,
• mastering 2D/3D annotation tools,
• practicing according to the guidelines.

Evaluation tests validate their capability before joining the project.

3. Systematic Double Quality Control

Each batch of annotations undergoes multiple verification levels:

• review by a senior annotator,
• quality supervisor check,
• double annotation on critical samples,
• inter-annotator comparison to detect discrepancies.

Detected deviations are automatically flagged and corrected.

4. Regular Internal Audits

Infoscribe conducts weekly or monthly audits depending on project criticality. These include:

• checking overall consistency,
• statistical error analysis,
• assessing compliance with guidelines,
• adjusting processes as needed.

Audits follow industrial sampling methods such as ISO 2859.

5. Full Traceability

Each annotation is linked to:

• annotator ID,
• timestamp,
• version of guidelines used,
• history of corrections.

This traceability ensures full compliance for sensitive applications (safety, certification, client audits).

6. Continuous Communication with the Client

Regular check-ins allow adjustment of requirements, anticipation of deviations, and maintenance of stable quality levels.

This comprehensive process ensures a level of quality that meets the strict requirements of industries demanding precision, safety, and traceability.

Infoscribe adapts its annotation workflows to varying parts, materials, or production conditions across industrial sites by implementing a flexible and progressive methodology. The company begins with a detailed analysis of each industrial environment, considering differences in lighting, dust presence, color or texture variations of parts, and the specific characteristics of machines and assembly lines. This step ensures a precise understanding of the visual constraints and the challenges related to detection, classification, or inspection of the components.

Next, site- or part-specific guidelines are developed, taking into account industrial tolerances, expected defects, dimensional variations, and special cases. These evolving documents ensure annotation consistency while respecting operational differences between sites.

Annotators then receive dedicated training, including an introduction to the site-specific characteristics, parts, or materials. This training can include examples, exercises, or calibration sessions to ensure perfect consistency within the team despite diverse environments.

During production, Infoscribe uses a dynamic quality control system that allows rapid adjustments to guidelines or practices if significant variations are observed in the data. Client feedback, regular audits, and variance analysis help maintain a high level of accuracy.

Thanks to this adaptable approach, Infoscribe can guarantee reliable and consistent annotations, even when industrial conditions vary significantly from site to site.