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# 3D Model Reconstruction for GIS
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This repository documents a complete workflow for turning sparse, non-overlapping photographs into interactive 3D assets that can be hosted on a [Hugging Face Space](https://huggingface.co/spaces). It focuses on pipelines that are appropriate for GIS and urban-planning research, integrating structure-from-motion (SfM), neural rendering (NeRF), and Gaussian Splatting approaches.
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## How to use this repository
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1. **Study the end-to-end plan** in [`docs/hf_sparse_to_3d_pipeline.md`](docs/hf_sparse_to_3d_pipeline.md). It explains the tooling choices (COLMAP, Nerfstudio, 3D Gaussian Splatting, VGGT depth), provides step-by-step commands, and highlights GIS-specific post-processing.
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2. **Start from the Hugging Face Space skeleton** under [`hf_space/`](hf_space/). The folder contains a production-ready `gradio` application and dependency manifests that you can adapt to your project and deploy directly on Hugging Face without building a Docker image.
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3. **Iterate on the pipeline** by wiring additional reconstruction backends, adding evaluation hooks, or integrating geospatial metadata exports as required by your PhD project.
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The repository is intentionally modular so that you can swap in newer research ideas (for example recent CVPR papers) without rewriting the Space front-end.
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