CelebAMask-HQ

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CelebAMask-HQ is a large-scale face image dataset for AI model training. It provides 30,000 high-resolution face images with detailed facial attribute segmentation masks.

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About

What is CelebAMask-HQ?

CelebAMask-HQ is a comprehensive, large-scale face image dataset specifically designed to support various AI tasks such as face parsing, recognition, generation, and editing. It comprises 30,000 high-resolution face images, each meticulously annotated with detailed segmentation masks for various facial attributes. This dataset is manually annotated, ensuring high quality and accuracy, making it an invaluable resource for researchers and developers looking to train robust AI models in the domain of facial analysis and synthesis. It is an extension derived from the well-known CelebA dataset.

Best used for

Training AI models for advanced face parsing, recognition, generation, and editing tasks.

Common actions

Train AI models

Develop face recognition

Perform face parsing

Generate face images

Edit facial attributes

face swappingdeepfakecollaboration"AI Agents"low-code/no-codeopen-sourceautomated workflowworkflowsgithub copilot

Capabilities

Key features

30,000 high-res face images
Facial attribute segmentation
Manually annotated
For AI model training
Derived from CelebA

Target Audience

AI ResearchersMachine Learning EngineersData ScientistsComputer Vision Developers

Integrations

Not yet documented

Pricing & Plans

unknown

Free

FAQs

How can I access the CelebAMask-HQ dataset for my research or development project?

Access to CelebAMask-HQ typically requires a formal request to the dataset creators or distributors, often involving an agreement to use it for non-commercial research purposes. Specific download instructions are usually provided upon approval.

What are the key differences between CelebAMask-HQ and the original CelebA dataset?

CelebAMask-HQ significantly enhances CelebA by providing high-resolution images (compared to CelebA's lower resolution) and, most importantly, detailed pixel-level facial attribute segmentation masks, which are absent in the original CelebA dataset.

What specific facial attributes are segmented in the CelebAMask-HQ dataset?

The dataset includes detailed segmentation masks for a wide range of facial attributes such as skin, nose, eyes, eyebrows, lips, hair, and various accessories like glasses, hats, and earrings, enabling fine-grained facial analysis.

Are there any licensing restrictions or usage guidelines I should be aware of when using CelebAMask-HQ?

Yes, like many research datasets, CelebAMask-HQ is typically licensed for academic and non-commercial research use only. Users must adhere to the terms specified by the dataset creators, often prohibiting redistribution or commercial applications.

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