World Initializer Image To Panorama

--- library_name: diffusers pipeline_tag: image-to-image inference: parameters: guidance_scale: 3.5 widget: - src: example_input.jpg text: GenEx Panoramic World Initialization example_title: Panoramic generation from image crop datasets: - TaiMingLu/GenEx-DB-Panorama-World base_model: - black-forest-labs/FLUX.1-Fill-dev license: cc-by-4.0 --- # GenEx-World-Initializer 🧭🌍 **GenEx World Initializer** is panorama generation pipeline built on top of the [FluxFillPipeline](https://huggingface.co/black-forest-labs/FLUX.1-Fill-dev). It transforms a **single view image** into a **360° panoramic image** using vision-conditioned inpainting. - 🖼️ Input: One image (any size, will be center-cropped to square) - 🧠 Prompt: Optional text to guide panoramic generation - 🎯 Output: 2048 × 1024 equirectangular image - 🧩 Mask: Uses a fixed panoramic mask  ## 📦 Usage ```python from diffusers import DiffusionPipeline from PIL import Image import torch pipe = DiffusionPipeline.from_pretrained( "genex-world/World-Initializer-image-to-panorama", custom_pipeline="genex_world_initializer_pipeline", torch_dtype=torch.bfloat16, trust_remote_code=True ).to("cuda") # Load your image (any resolution) image = Image.open("example_input.jpg") # Run inference front_view, output = pipe(image=image) output.images[0] ``` ## 🏁 Mask The following mask is used to train the inpainting diffuser and used to inference automatically.  ## 🔧 Requirements ```txt diffusers>=0.33.1 transformers numpy pillow sentencepiece ``` ## ✨ BibTex ``` @misc{lu2025genexgeneratingexplorableworld, title={GenEx: Generating an Explorable World}, author={Taiming Lu and Tianmin Shu and Junfei Xiao and Luoxin Ye and Jiahao Wang and Cheng Peng and Chen Wei and Daniel Khashabi and Rama Chellappa and Alan Yuille and Jieneng Chen}, year={2025}, eprint={2412.09624}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2412.09624}, } ```

Source context: 56 downloads · 8 likes · Pipeline image-to-image · Library diffusers · Repo genex-world/World-Initializer-image-to-panorama

Source context: 77 downloads · 8 likes · Pipeline image-to-image · Library diffusers · Repo genex-world/World-Initializer-image-to-panorama