Synthetic Children Faces Dataset

Synthetic Children Faces for Deepfake Detection

There are >5K AI-generated photos of children

Check samples on Kaggle

Introduction

Children are missing in most deepfake prevention and age detection datasets. This underrepresentation leads to biased models, weaker age-restricted access controls, and increased vulnerability to deepfake attacks. The Synthetic Children Faces Dataset fills that gap: it expands demographic coverage while avoiding any real-person data

Synthetic Children Faces dataset summary

With balanced diversity across gender, ethnicity, and age bins (5–9, 9–12, 12–16), the dataset provides thousands of synthetic child faces generated by multiple models. Each image is high-resolution and privacy-safe, enabling robust training for deepfake prevention, and accurate age verification in real-world biometric systems

Generation Process

This release marks the first stage of an iterative process. Future updates will continue to expand the dataset with outputs from additional generative models, ensuring broader coverage, higher variability, and improved robustness. This multi-model design strengthens its value for age verification, deepfake detection and prevention, and fairness research

This data is relevant because: 

  • Model coverage. We independently research and integrate a wide range of face-generation/deepfake models, and we also propose our own pool of models to maximize coverage of approaches and styles

  • Prompt strategies. For each model, we use diverse prompts and modes and systematically sweep parameters to extract maximum variability and quality

  • Freshness. We operate on the latest stable model versions (as of August 2025) and update the pipeline as new releases appear, keeping the dataset current

The dataset is composed of multiple complementary subsets, each created with a different generative model. While all subsets span the three age bins (5–9, 9–12, 12–16), they contribute distinct strengths: some emphasize broad stylistic and demographic variety, while others focus on photorealism, consistency of facial proportions, and fine-grained details such as lighting and texture. By integrating outputs from several models, the dataset achieves both diversity and realism, reducing the risk of single-model bias

Use cases and applications

  • Liveness Detection with Age Constraints: Improve true positive/false positive balance for younger demographics
  • Age Verification: Stress-test and calibrate age-restricted applications and KYC flows
  • Reducing bias in biometrics: add child data to balance adult-heavy datasets
  • Deepfake Detection & Prevention: Train and benchmark systems against synthetic manipulations and spoofing threats

Synthetic Children Faces dataset features

  • Over 5,000 AI-generated individuals
  • Balanced mix of genders and ethnicities
  • Different age groups of children

Technical Specifications

  • File Format: JPEG/PNG compatible with common ML frameworks
  • Resolution: High-resolution images suitable for face analysis and model training

Download information

A sample version of this dataset is available on Kaggle. Leave a request for additional samples in the form below

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