The number of flowers is essential for evaluating the growth status of litchi trees and enables researchers to estimate flowering rates and conduct various phenotypic studies,particularly focusing on the information o...The number of flowers is essential for evaluating the growth status of litchi trees and enables researchers to estimate flowering rates and conduct various phenotypic studies,particularly focusing on the information of individual panicles.However,manual counting remains the primary method for quantifying flowers,and there has been insufficient emphasis on the advancement of reliable deep learning methods for estimation and their integration into research.Furthermore,the current density map-based methods are susceptible to background interference.展开更多
基金supported by the Guangdong Laboratory for Lingnan Modern Agriculture under Grants NZ2021040 and NT2021009the China Agriculture Research System under Grant CARS-32+1 种基金the Guangdong Provincial Modern Agricultural Industry Technology System under Grant 2021KJ123the Discipline Construction Project of South China Agricultural University in 2023 under Grant 2023B10564002.
文摘The number of flowers is essential for evaluating the growth status of litchi trees and enables researchers to estimate flowering rates and conduct various phenotypic studies,particularly focusing on the information of individual panicles.However,manual counting remains the primary method for quantifying flowers,and there has been insufficient emphasis on the advancement of reliable deep learning methods for estimation and their integration into research.Furthermore,the current density map-based methods are susceptible to background interference.
