🌟 Who We Are

DeepGHS (Deep Generative anime Hobbyist Syndicate) is a passion-driven, non-profit community building anime/2D-focused infrastructure—because even otakus deserve robust tooling! 🎨

We obsess over ALL things anime-tech:

• 🖼️ Multimodal datasets (images, video, text, audio, 3D)
• 🤖 AI models that actually get anime aesthetics
• 🔧 Developer tools to make weeb R&D 10x easier

Our crew includes:

• narugo1992 (self-proclaimed Jerry Mouse 🐭 | Software Engineering PhD | 25+ years of coding/teamwork wizardry)
• A global squad of AI nerds + anime addicts from top labs/universities 🎓
• Pro artists who know "moe" isn’t just a typo 🎨

Fun fact: We hire based on passion for anime first, technical skills second. (Sorry, resume bots!)

Why trust us?
✅ 100% non-profit | ✅ Fully open-source | ✅ Zero paywalls (forever!)
💖 Backed by sponsors & collaborators who get our vision

🚀 Our Projects

📊 Datasets

Danbooru2024 Series

• Original: Full-resolution images
• Compressed: WebP format (4M pixels)
• SFW Edition: Safe-for-work subset

Sankaku Collection

• Original: Full dataset
• Compressed: WebP format (4M pixels)

Other Booru-style Repositories

• Gelbooru Full
• Yande.re Full
• Rule34.xxx Full
• Konachan Full
• Anime-Pictures Dataset
• Zerochan Full

Functional Datasets

• Character Similarity Dataset - For cross-character recognition
• Anime Face Detection - Labeled facial data
• Anime Head Detection - Head position annotations

Anime Series Datasets

• BangumiBase - Character-centric frame extractions

Search Systems

• Reverse Image Search 🔍
• Danbooru Character Lookup 🕵️♂️

🤖 Models

Classification Models

• Anime/Real Classifier - Distinguish anime from real images
• Image Type Classifier - Categorize artwork styles
• Furry Detection - Identify anthropomorphic characters
• Aesthetic Scorer - Predict visual appeal
• Style Era Classifier - Decade recognition
• Live Demo 🧪

Detection Models

• Face Detection - Precise facial localization
• Head Detection - Head position estimation
• Person Detection - Full-body recognition
• NSFW Censor - Content moderation
• Detection Demo 🎯

Specialized Models

• CCIP - Character similarity encoding (Demo)
• WD Tagger Enhanced - Tagger with embeddings

🛠️ Open-Source Projects

Core Libraries

• dghs-imgutils - Foundational anime image processing toolkit
• waifuc - Python framework for building data pipelines
• sdeval - Quantitative evaluation for Stable Diffusion outputs

Utilities

• hfutils - Enhanced HuggingFace Hub interface
• cheesechaser - Targeted dataset sampling tool

Training Systems

• cyberharem - Automated LoRA training pipeline

📬 Let’s Connect!

For collabs, sponsorships, or just anime-tech chatter:

• 💬Discord: https://discord.gg/EAW4WqFdKY (We don’t bite—unless you’re a bug!)
• 🤗HuggingFace: https://huggingface.co./deepghs
• 💻GitHub: https://github.com/deepghs
• 📧Email: [email protected]

🎯 Want to Join?

We want YOU if:

1. You can code and name 10 JoJo stands 💪
2. You’re ready to build—not just consume—anime tech

How to apply:

• Pitch us via Discord/Email with:
  • Your anime-tech portfolio
  • What you’ll bring to our dojo 🥋
• OR: Directly request to join our HuggingFace Org , with the same things above

Note: We do light vetting to protect our community—it’s faster than a Naruto run, promise!

🔮 What’s Next?

More tools, datasets, and magic in development!
Pro tip: Watch our repos ⭐ + Join Discord 👀 = Never miss an update!

Btw, the above magic was polished by deepseek-R1. Gotta say, this LLM is a copywriting wizard.