--- title: README emoji: 🔥 colorFrom: blue colorTo: blue sdk: static pinned: false --- # 🌟 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](https://huggingface.co/datasets/deepghs/danbooru2024) - **Compressed**: [WebP format (4M pixels)](https://huggingface.co/datasets/deepghs/danbooru2024-webp-4Mpixel) - **SFW Edition**: [Safe-for-work subset](https://huggingface.co/datasets/deepghs/danbooru2024-sfw) ### **Sankaku Collection** - **Original**: [Full dataset](https://huggingface.co/datasets/deepghs/sankaku_full) - **Compressed**: [WebP format (4M pixels)](https://huggingface.co/datasets/deepghs/sankaku-webp-4Mpixel) ### **Other Booru-style Repositories** - [Gelbooru Full](https://huggingface.co/datasets/deepghs/gelbooru_full) - [Yande.re Full](https://huggingface.co/datasets/deepghs/yande_full) - [Rule34.xxx Full](https://huggingface.co/datasets/deepghs/rule34_full) - [Konachan Full](https://huggingface.co/datasets/deepghs/konachan_full) - [Anime-Pictures Dataset](https://huggingface.co/datasets/deepghs/anime_pictures_full) - [Zerochan Full](https://huggingface.co/datasets/deepghs/zerochan_full) ### **Functional Datasets** - [Character Similarity Dataset](https://huggingface.co/datasets/deepghs/character_similarity) - For cross-character recognition - [Anime Face Detection](https://huggingface.co/datasets/deepghs/anime_face_detection) - Labeled facial data - [Anime Head Detection](https://huggingface.co/datasets/deepghs/anime_head_detection) - Head position annotations ### **Anime Series Datasets** - [BangumiBase](https://huggingface.co/BangumiBase) - Character-centric frame extractions ### **Search Systems** - [Reverse Image Search](https://huggingface.co/spaces/deepghs/search_image_by_image) 🔍 - [Danbooru Character Lookup](https://huggingface.co/spaces/deepghs/danbooru_character_search) 🕵️♂️ --- ## 🤖 Models ### **Classification Models** - [Anime/Real Classifier](https://huggingface.co/deepghs/anime_real_cls) - Distinguish anime from real images - [Image Type Classifier](https://huggingface.co/deepghs/anime_classification) - Categorize artwork styles - [Furry Detection](https://huggingface.co/deepghs/anime_furry) - Identify anthropomorphic characters - [Aesthetic Scorer](https://huggingface.co/deepghs/anime_aesthetic) - Predict visual appeal - [Style Era Classifier](https://huggingface.co/deepghs/anime_style_ages) - Decade recognition - [Live Demo](https://huggingface.co/spaces/deepghs/anime_image_classification) 🧪 ### **Detection Models** - [Face Detection](https://huggingface.co/deepghs/anime_face_detection) - Precise facial localization - [Head Detection](https://huggingface.co/deepghs/anime_head_detection) - Head position estimation - [Person Detection](https://huggingface.co/deepghs/anime_person_detection) - Full-body recognition - [NSFW Censor](https://huggingface.co/deepghs/anime_censor_detection) - Content moderation - [Detection Demo](https://huggingface.co/spaces/deepghs/anime_object_detection) 🎯 ### **Specialized Models** - [CCIP](https://huggingface.co/deepghs/ccip) - Character similarity encoding ([Demo](https://huggingface.co/spaces/deepghs/ccip)) - [WD Tagger Enhanced](https://huggingface.co/deepghs/wd14_tagger_with_embeddings) - Tagger with embeddings --- ## 🛠️ Open-Source Projects ### **Core Libraries** - [dghs-imgutils](https://github.com/deepghs/imgutils) - Foundational anime image processing toolkit - [waifuc](https://github.com/deepghs/waifuc) - Python framework for building data pipelines - [sdeval](https://github.com/deepghs/sdeval) - Quantitative evaluation for Stable Diffusion outputs ### **Utilities** - [hfutils](https://github.com/deepghs/hfutils) - Enhanced HuggingFace Hub interface - [cheesechaser](https://github.com/deepghs/cheesechaser) - Targeted dataset sampling tool ### **Training Systems** - [cyberharem](https://github.com/deepghs/cyberharem) - Automated LoRA training pipeline --- # 📬 Let’s Connect! **For collabs, sponsorships, or just anime-tech chatter**: - 💬Discord: [https://discord.gg/EAW4WqFdKY](https://discord.gg/EAW4WqFdKY) (We don’t bite—unless you’re a bug!) - 🤗HuggingFace: [https://huggingface.co/deepghs](https://huggingface.co/deepghs) - 💻GitHub: [https://github.com/deepghs](https://github.com/deepghs) - 📧Email: [narugo1992@deepghs.org](mailto:narugo1992@deepghs.org) --- # 🎯 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](https://discord.gg/EAW4WqFdKY)/[Email](mailto:narugo1992@deepghs.org) with: - Your anime-tech portfolio - What you’ll bring to our dojo 🥋 - OR: Directly request to join our [HuggingFace Org](https://huggingface.co/deepghs) , 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.~~