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+ ---
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+ license: apache-2.0
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+ base_model:
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+ - Yuanshi/OminiControl
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+ ---
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+ <div align="center">
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+ <a href="https://fotographer.ai/">
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+ <picture>
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+ <source media="(max-width: 424px" srcset="https://storage.googleapis.com/fotographer-cdn/app-static-assets/zen_ctrl/banner_sm.avif" type="image/avif">
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+ <source media="(min-width: 425px" srcset="https://storage.googleapis.com/fotographer-cdn/app-static-assets/zen_ctrl/banner.avif" type="image/avif">
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+ <source media="(max-width: 424px" srcset="https://storage.googleapis.com/fotographer-cdn/app-static-assets/zen_ctrl/banner_sm.webp" type="image/webp">
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+ <source media="(min-width: 425px" srcset="https://storage.googleapis.com/fotographer-cdn/app-static-assets/zen_ctrl/banner.webp" type="image/webp">
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+ <img alt="ZenCtrl Banner" src="https://storage.googleapis.com/fotographer-cdn/app-static-assets/zen_ctrl/banner_lg.png" />
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+ </picture>
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+ </a>
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+ <h1>ZenCtrl</h1>
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+ </div>
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+
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+ **An all-in-one, control framework for unified visual content creation using GenAI.**
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+ Generate multi-view, diverse-scene, and task-specific high-resolution images from a single subject image—without fine-tuning.
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+
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+ <div align="center">
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+ <a href="https://github.com/FotographerAI/ZenCtrl/tree/main" name="github_repo_link">
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+ <img src="https://img.shields.io/badge/GitHub-Repo-181717.svg" alt="GitHub Repo">
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+ </a>
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+
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+ <!-- <a href="https://huggingface.co/spaces/YOUR_ORG/ZenCtrl" name="huggingface_space_link"><img src="https://img.shields.io/badge/🤗_HuggingFace-Space-ffbd45.svg" alt="HuggingFace Space"></a> -->
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+ <a href="https://discord.com/invite/b9RuYQ3F8k" name="discord_link"><img src="https://img.shields.io/badge/Discord-Join-7289da.svg?logo=discord" alt="Discord"></a>
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+ <a href="https://fotographer.ai/" name="lp_link"><img src="https://img.shields.io/badge/Website-Landing_Page-blue" alt="LP"></a>
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+ <a href="https://x.com/FotographerAI" name="twitter_link"><img src="https://img.shields.io/twitter/follow/FotographerAI?style=social" alt="X"></a>
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+ </div>
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+
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+ ---
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+
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+ ## 🧠 Overview
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+
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+ **ZenCtrl** is a comprehensive toolkit built to tackle core challenges in image generation:
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+
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+ - No fine-tuning needed – works from **a single subject image**
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+ - Maintains **control over shape, pose, camera angle, context**
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+ - Supports **high-resolution**, multi-scene generation
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+ - Modular toolkit for preprocessing, control, editing, and post-processing tasks
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+
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+ ZenCtrl is based on OminiControl but enhanced with more fine-grained control, consistent subject preservation, and more improved and ready-to-use models. Our goal is to build an **agentic visual generation system** that can orchestrate image/video creation from **LLM-driven recipes.**
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+
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+ ---
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+
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+ ## 📦 Github code
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+ https://github.com/FotographerAI/ZenCtrl/tree/main
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+
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+ ---
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+
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+ ## 🛠 Toolkit Components (coming soon)
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+
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+ ### 🧹 Preprocessing
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+
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+ - Background removal
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+ - Matting
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+ - Reshaping
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+ - Segmentation
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+
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+ ### 🎮 Control Models
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+
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+ - Shape (Canny, HED, Scribble, Depth)
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+ - Pose (OpenPose, DensePose)
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+ - Mask control
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+ - Camera/View control
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+
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+ ### 🎨 Post-processing
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+
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+ - Deblurring
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+ - Color fixing
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+ - Natural blending
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+
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+ ### ✏️ Editing Models
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+
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+ - Inpainting (removal, masked editing, replacement)
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+ - Outpainting
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+ - Transformation / Motion
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+ - Relighting
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+
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+ ---
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+
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+ ## 🎯 Supported Tasks
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+
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+ - Background generation
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+ - Controlled background generation
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+ - Subject-consistent context-aware generation
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+ - Object and subject placement (coming soon)
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+ - In-context image/video generation (coming soon)
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+ - Multi-object/subject merging & blending (coming soon)
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+ - Video generation (coming soon)
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+
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+ ---
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+
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+ ## 📦 Target Use Cases
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+
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+ - Product photography
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+ - Fashion & accessory try-on
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+ - Virtual try-on (shoes, hats, glasses, etc.)
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+ - People & portrait control
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+ - Illustration, animation, and ad creatives
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+
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+ All of these tasks can be **mixed and layered** — ZenCtrl is designed to support real-world visual workflows with **agentic task composition**.
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+
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+ ---
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+
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+ ## 📢 News
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+
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+ - **2025-03-26**: 🧠 First release — model weights available on Hugging Face!
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+ - **Coming Soon**: Source code release, Quick Start guide, Example notebooks
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+ - **Next**: Controlled fine-grain version on our platform and API (Pro version)
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+ - **Future**: Video generation toolkit release
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+
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+
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+ ## 🚧 Limitations
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+
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+ 1. Models currently perform best with **objects**, and to some extent **humans**.
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+ 2. Resolution support is currently capped at **1024x1024** (higher quality coming soon).
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+ 3. Performance with **illustrations** is currently limited.
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+ 4. The models were **not trained on large-scale or highly diverse datasets** yet — we plan to improve quality and variation by training on larger and more diverse datasets, especially for **illustration and stylized content**.
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+ 5. Video support and the full **agentic task pipeline** are still under development.
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+
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+ ---
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+
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+ ## 📋 To-do
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+
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+ - [x] Release early pretrained model weights for defined tasks
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+ - [ ] Release additional task-specific models and modes
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+ - [ ] Release open source code (coming soon)
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+ - [ ] Release Quick Start guide and example notebooks
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+ - [ ] Launch API access via our app and Baseten for easier deployment
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+ - [ ] Release high-resolution models (1500×1500+)
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+ - [ ] Enable full toolkit integration with agent API
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+ - [ ] Add video generation module
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+
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+ ---
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+
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+ ## 🤝 Join the Community
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+
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+ - 💬 [Discord](https://discord.com/invite/b9RuYQ3F8k) – share ideas and feedback
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+ - 🌐 [Landing Page](https://fotographer.ai)
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+ - 🧪 [Try it now on Hugging Face Space (release on 2025/03/28 PST)](https://huggingface.co/fotographerai/zenctrl_tools/tree/main/weights)
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+ <!-- - 🧠 [Blog]() -->
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+
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+ ---
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+
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+ ## 🤝 Community Collaboration
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+
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+ We hope to collaborate closely with the open-source community to make **ZenCtrl** a powerful and extensible toolkit for visual content creation.
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+ Once the source code is released, we welcome contributions in training, expanding supported use cases, and developing new task-specific modules.
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+ Our vision is to make ZenCtrl the **standard framework** for agentic, high-quality image and video generation — built together, for everyone.