Abstract: Highlights•Propose a novel neural radiance fields framework for drone view reconstruction.•Parallel sub-block training achieves fast convergence and optimization.•Merge sub-blocks for large scenes and refine bounds to reduce edge shadows.•Semantic division assigns the same entities to sub-blocks for improved rendering.
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