Author

Hao Qiu

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Open access Aug 2026

Low-Cost and Rapid Construction of 3D Point Clouds for Field-Grown Cotton and Evaluation of Canopy-Level Traits

Canopy 3D architecture is a critical determinant of light interception, photosynthetic efficiency, and final yield in cotton, yet its rapid and accurate characterisation remains challenging in field conditions. To achieve efficient, non-destructive, and quantitative monitoring of the canopy structure of field-grown cot...

Hao Qiu, Xiao-Yan Meng, Yun-Jie Zhao et al. · Agronomy · 0 citations

Consistent Image Sequence Sampling from Single Image Diffusion Prior

This work proposes a novel training-sampling approach for single-image multi-scale diffusion models that enables consistent and joint sampling of image sequences and introduces a Laplacian-recomposition sampling algorithm to enforce multi-scale consistency.

Hao Qiu, M. Shell · 0 citations