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Author

Matthew J. Coombes

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Review Nov 2026

Visibility-Aware Reference Generation for Benchmarking Visual 3D Reconstruction in Vegetation-Rich Environments

Reliable evaluation of visual 3D reconstruction and depth estimation in vegetation-rich outdoor environments is limited by the scarcity of geometric ground-truth data and the cost of complete scanner surveys. We present a LiDARbased reference-generation pipeline for evaluating the zero-shot performance of feed-forward...

Zhi-Peng Zhong, Matthew J. Coombes, Cun-Jia Liu · 0 citations

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