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Running on Zero
Running on Zero
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README.md
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It transfers the color grading from a reference image directly onto a source image.
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### Key Features
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* **Direct Color Transfer:** Copies styling from a reference image to a source image without manual grading.
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* **4-Step Inference:** Uses a lightning adapter for fast, low-step generation.
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### π οΈ Core Constraints
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* **Small Models Only:** Powered by the `Qwen-Image-Edit-2511` architecture family running at 20B parameters safely satisfying the 32 Billion parameter limit.
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* π **Off the Grid (Local-First):** **No cloud APIs are used.** The pipeline loads the model weights and runs entirely on the host GPU hardware.
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* π― **Well-Tuned:** Utilizes a custom fine-tuned LoRA adapter published directly on my Hugging Face Hub (`ovi054/QIE-2511-Color-Grade-Transfer-LoRA`).
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---
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## π§ LoRA Fine-Tuning Process
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### Live Demo
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* **Hugging Face Space:** [Color Grade Transfer](https://huggingface.co/spaces/build-small-hackathon/Color-Grade-Transfer)
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### Social Media & Demo
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* **Twitter/X:** [https://x.com/ovi054/status/2064060651706925403](https://x.com/ovi054/status/2064060651706925403)
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* **Hugging Face Post:** [https://huggingface.co/posts/ovi054/229194823175599](https://huggingface.co/posts/ovi054/229194823175599)
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It transfers the color grading from a reference image directly onto a source image.
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## π Hackathon Patches
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| Patch | Status |
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| :--- | :--- |
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| π¬ **Small Models Only** β `Qwen-Image-Edit-2511` at 20B parameters, well under the 32B limit | β
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| π **Off the Grid** β No cloud APIs, runs entirely on local GPU | β
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| π― **Well-Tuned** β Custom LoRA [`ovi054/QIE-2511-Color-Grade-Transfer-LoRA`](https://huggingface.co/ovi054/QIE-2511-Color-Grade-Transfer-LoRA) published on Hub | β
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| π **Field Notes** β [Blog post on what I built and learned](https://huggingface.co/blog/ovi054/color-grade-transfer) | β
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### Key Features
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* **Direct Color Transfer:** Copies styling from a reference image to a source image without manual grading.
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* **4-Step Inference:** Uses a lightning adapter for fast, low-step generation.
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---
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<!-- ### π οΈ Core Constraints
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* **Small Models Only:** Powered by the `Qwen-Image-Edit-2511` architecture family running at 20B parameters safely satisfying the 32 Billion parameter limit.
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* π **Off the Grid (Local-First):** **No cloud APIs are used.** The pipeline loads the model weights and runs entirely on the host GPU hardware.
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* π― **Well-Tuned:** Utilizes a custom fine-tuned LoRA adapter published directly on my Hugging Face Hub (`ovi054/QIE-2511-Color-Grade-Transfer-LoRA`).
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---
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-->
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## π§ LoRA Fine-Tuning Process
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### Live Demo
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* **Hugging Face Space:** [Color Grade Transfer](https://huggingface.co/spaces/build-small-hackathon/Color-Grade-Transfer)
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### Blog
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* **Blog Post:** [Color Grade Transfer β Instant Cinematic Tone Matching](https://huggingface.co/blog/ovi054/color-grade-transfer)
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### Social Media & Demo
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* **Twitter/X:** [https://x.com/ovi054/status/2064060651706925403](https://x.com/ovi054/status/2064060651706925403)
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* **Hugging Face Post:** [https://huggingface.co/posts/ovi054/229194823175599](https://huggingface.co/posts/ovi054/229194823175599)
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