Leaf Parameter Hyperspectral Estimation Method

A leaf parameter estimation method combining PROSPECT-PRO radiative transfer model and LeafTraitNet deep learning, significantly outperforming traditional methods.

Yue, Jibo · Meng-Die, Leng · Tian, Qingjiu · Guo, Wei · Liu, Yang · Feng, Haikuan · Qiao, Hongbo

Guang Pu Xue Yu Guang Pu Fen Xi/Spectroscopy and Spectral Analysis 2024

Specifications

nm for carotenoids

{'zh': '', 'en': '445'} nm

Water sensitive bands

{'zh': '', 'en': '2500'} nm

Advantages

LeafTraitNet total nRMSE=0.84, outperforming RF (1.59), MLP (1.73), and MLR (1.74)