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| title: README | |
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| # 🌟 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: [[email protected]](mailto:[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](https://discord.gg/EAW4WqFdKY)/[Email](mailto:[email protected]) 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.~~ |