TY - GEN
T1 - 3D Gaussian Splatting for Agricultural Phenotyping
T2 - 20th IEEE Conference on Industrial Electronics and Applications, ICIEA 2025
AU - Xiao, Jin
AU - Wu, Hao
AU - Wu, Bing
AU - Ding, Nan
AU - Hu, Xiaoguang
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025
Y1 - 2025
N2 - High-throughput crop phenotyping plays a vital role in precision agriculture, particularly in addressing critical challenges such as yield improvement. However, existing methods face a persistent dilemma between accuracy and cost. While multi-view RGB-D systems like Pheno4D achieve sub-millimeter precision, their reliance on expensive camera arrays (approximately $100,000) and offline processing severely limits field deployment. The 3D Gaussian Splatting (3D-GS) technique, known for its real-time radiance field rendering capabilities, has been widely adopted in medical imaging and urban scene reconstruction. Nevertheless, its application to agricultural phenotyping remains unexplored. This study systematically validates the potential of 3D-GS for crop phenotyping through targeted experiments.
AB - High-throughput crop phenotyping plays a vital role in precision agriculture, particularly in addressing critical challenges such as yield improvement. However, existing methods face a persistent dilemma between accuracy and cost. While multi-view RGB-D systems like Pheno4D achieve sub-millimeter precision, their reliance on expensive camera arrays (approximately $100,000) and offline processing severely limits field deployment. The 3D Gaussian Splatting (3D-GS) technique, known for its real-time radiance field rendering capabilities, has been widely adopted in medical imaging and urban scene reconstruction. Nevertheless, its application to agricultural phenotyping remains unexplored. This study systematically validates the potential of 3D-GS for crop phenotyping through targeted experiments.
KW - 3D Gaussian Splatting
KW - Crop Phenotyping
KW - Precision Agriculture
KW - Real-Time Reconstruction
UR - https://www.scopus.com/pages/publications/105018043775
U2 - 10.1109/ICIEA65512.2025.11148894
DO - 10.1109/ICIEA65512.2025.11148894
M3 - 会议稿件
AN - SCOPUS:105018043775
T3 - 2025 IEEE 20th Conference on Industrial Electronics and Applications, ICIEA 2025
BT - 2025 IEEE 20th Conference on Industrial Electronics and Applications, ICIEA 2025
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 3 August 2025 through 6 August 2025
ER -