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Synthetic Printed German Passports Dataset

This German passport dataset provides 5,000 AI-generated synthetic passport images, engineered for training and benchmarking ML models in document analysis and PII extraction. It features high-resolution JPG samples with controlled variations across 3 angles, 4 lighting conditions, and 4 backgrounds, each annotated with detailed metadata including passport ID, gender, and age group for robust model development.

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  • Images
    5 000
german passports dataset
  • PII
  • Data generation
  • Security
  • Anti-spoofing
  • Computer Vision

This German passport dataset provides 5,000 AI-generated synthetic passport images, engineered for training and benchmarking ML models in document analysis and PII extraction. It features high-resolution JPG samples with controlled variations across 3 angles, 4 lighting conditions, and 4 backgrounds, each annotated with detailed metadata including passport ID, gender, and age group for robust model development.

Get in touch Download sample
  • PII
  • Data generation
  • Security
  • Anti-spoofing
  • Computer Vision
  • Images
    5 000

Dataset Info

Characteristic Data
Description Printed synthetic passport images for training ML models in PII extraction
Data types Image
Tasks OCR, Computer Vision
Total number of files 5 000
Number of files in a set 96 (Angles - 3, Lighting - 4, Backgrounds - 4, Distances - 2)
Angles 0°, 25°, 45°
Lighting Natural-daylight, Office-LED, Warm-indoor, Dim-light
Backgrounds Neutral wall, Textured desk, Outdoor pavement, Docs-on-docs
Distance Close (80-90 % frame), Medium (50-60 %)
Labeling Metadata (Passport ID, Sample ID, Class, Gender, Age Group, Angle, Distance, Category, Resolution, Camera, Light Condition, Background, Timestamp)
Gender Male, Female
german passports dataset
german passports dataset
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Statistics

Distribution by gender

Technical
Characteristics

Characteristic Data
Image Extensions JPG
Data Type generated
Source and collection methodology: Data was AI-generated.

Dataset Use Cases

  • Border Security and Immigration

    Automated Passport Screening Systems

    German passport datasets are ideal for developing and testing automated border control technologies. It includes synthetic passport samples simulating real-world travel documents used by German citizens and EU nationals. By using this dataset, researchers can train computer vision models to detect forged IDs and improve passport screening accuracy.

  • Digital Identity Verification

    Improving ID Recognition Models

    Synthetic Printed German Passports Dataset provides high-resolution passport images designed for training and validating identity recognition systems. It allows AI models to analyze biometric features, layout consistency, and security elements found in German passports. This dataset helps enhance passport verification tools and supports accurate document authentication in digital identity platforms.

  • Banking and Fintech Compliance

    Enhancing KYC and Customer Verification

    Financial institutions can use the synthetic passport dataset to train machine learning models for Know Your Customer (KYC) processes. The data includes passport images with detailed metadata, enabling systems to verify identity documents securely while handling personal information in compliance with international data protection standards.

  • AI and Computer Vision Research

    AI and Computer Vision Research

    This synthetic ID dataset provides researchers with AI-generated passport images that replicate the structure and complexity of German identity documents. It’s valuable for developing image recognition, OCR, and document segmentation algorithms without using sensitive personal data, making it ideal for AI model training and benchmarking across industries.

FAQs

What is included in the dataset?
The dataset contains 5,000 high-quality, AI-generated images of German passports. Each image is a unique sample that includes variations in camera angle (0°, 25°, 45°), lighting conditions, backgrounds, and distance. This comprehensive passport database provides a robust foundation for building models that can handle real-world document capture scenarios.
Is this a real-world dataset or synthetic data?
This is entirely synthetic data, meaning all German passport images are artificially generated by computer algorithms. No real personal information or documents from German citizens are used. This synthetic generation approach ensures full compliance with data privacy regulations like GDPR, as it contains zero sensitive information.
What types of annotations and metadata are provided?
Each passport image comes with extensive metadata annotations to support supervised learning. This includes details like Passport ID, Gender, Age Group, and technical capture conditions such as angle, lighting, and background. These precise labels are crucial for training accurate and reliable models for document analysis and biometric applications.
Can I request a custom dataset?
Yes, we can often accommodate requests for custom synthetic datasets. This can include modifications to the volume of images, specific annotation requirements, or variations in the document templates to suit particular project needs for different countries or identity documents.
How are your datasets licensed?
Our datasets follow a dual-licensing model. We provide free samples for initial trial and testing, allowing you to evaluate quality and suitability. The complete datasets, including this full collection of 5,000 German passport images, are available exclusively through purchase.
How is the dataset stored and delivered?
All datasets are stored securely on AWS cloud infrastructure, aligned with ISO 27001 standards for information security. After a request is processed and payment is completed, the dataset is delivered directly to you within 3 to 10 business days.
Does the dataset represent a diverse range of passport holders?
Yes, the dataset is engineered for diversity across key demographic and capture scenarios. It includes a balanced 50/50 gender distribution and represents passport holders across different age groups, supporting the development of fair and unbiased AI models.
What image format and resolution is the dataset in?
All images in this German passport images dataset are provided in high-resolution JPG format. This common format ensures broad compatibility with most machine learning and computer vision frameworks for efficient processing and model training.
Still have questions about using Unidata datasets? Read our user-guides

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