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| 1 |
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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.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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**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 imageโwithout fine-tuning.
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<div align="center" style="line-height: 1;">
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<a href="https://github.com/FotographerAI/ZenCtrl/tree/main" target="_blank" style="margin: 2px;" name="github_repo_link"><img src="https://img.shields.io/badge/GitHub-Repo-181717.svg" alt="GitHub Repo" style="display: inline-block; vertical-align: middle;"></a>
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<!-- <a href="https://huggingface.co/spaces/YOUR_ORG/ZenCtrl" target="_blank" name="huggingface_space_link"><img src="https://img.shields.io/badge/๐ค_HuggingFace-Space-ffbd45.svg" alt="HuggingFace Space" style="display: inline-block; vertical-align: middle;"></a> -->
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<a href="https://discord.com/invite/b9RuYQ3F8k" target="_blank" style="margin: 2px;" name="discord_link"><img src="https://img.shields.io/badge/Discord-Join-7289da.svg?logo=discord" alt="Discord" style="display: inline-block; vertical-align: middle;"></a>
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<a href="https://fotographer.ai/" target="_blank" style="margin: 2px;" name="lp_link"><img src="https://img.shields.io/badge/Website-Landing_Page-blue" alt="LP" style="display: inline-block; vertical-align: middle;"></a>
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<a href="https://x.com/FotographerAI" target="_blank" style="margin: 2px;" name="twitter_link"><img src="https://img.shields.io/twitter/follow/FotographerAI?style=social" alt="X" style="display: inline-block; vertical-align: middle;"></a>
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</div>
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---
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## ๐ง Overview
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**ZenCtrl** is a comprehensive toolkit built to tackle core challenges in image generation:
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- No fine-tuning needed โ 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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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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## ๐ฆ Github code
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https://github.com/FotographerAI/ZenCtrl/tree/main
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---
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## ๐ Toolkit Components (coming soon)
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### ๐งน Preprocessing
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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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### ๐ฎ Control Models
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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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### ๐จ Post-processing
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- Deblurring
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- Color fixing
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- Natural blending
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### โ๏ธ Editing Models
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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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## ๐ฏ Supported Tasks
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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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## ๐ฆ Target Use Cases
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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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All of these tasks can be **mixed and layered** โ ZenCtrl is designed to support real-world visual workflows with **agentic task composition**.
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---
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## ๐ข News
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- **2025-03-26**: ๐ง First release โ 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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## ๐ง Limitations
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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 โ 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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## ๐ To-do
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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 (1500ร1500+)
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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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## ๐ค Join the Community
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- ๐ฌ [Discord](https://discord.com/invite/b9RuYQ3F8k) โ share ideas and feedback
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- ๐ [Landing Page](https://fotographer.ai)
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- ๐งช [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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<!-- - ๐ง [Blog]() -->
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---
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## ๐ค Community Collaboration
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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 โ built together, for everyone.
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