AFF-YOLOX: An improved lightweight YOLOX network to detect early hatching information of duck eggs

Y Liu, D Xiao, J Zhou, S Zhao - Computers and Electronics in Agriculture, 2023 - Elsevier
Early hatching information detection of duck eggs is a crucial step in the duck egg hatching
industry. In this study, we proposed a lightweight deep learning model AFF-YOLOX to detect …

Evaluation of Duck Egg Hatching Characteristics with a Lightweight Multi-Target Detection Method

J Zhou, Y Liu, S Zhou, M Chen, D Xiao - Animals, 2023 - mdpi.com
Simple Summary The aim of this study was to improve the hatching efficiency of duck eggs
by automatically assessing the hatching characteristics of early hatching eggs. The timely …

CVAE-DF: A hybrid deep learning framework for fertilization status detection of pre-incubation duck eggs based on VIS/NIR spectroscopy

D Wang, Q Wang, Z Chen, J Guo, S Li - Spectrochimica Acta Part A …, 2024 - Elsevier
Unfertilized duck eggs not removed prior to incubation will deteriorate quickly, posing a risk
of contaminating the normally fertilized duck eggs. Thus, detecting the fertilization status of …

Monitoring of Egg Growing in Video by the Improved DeepLabv3+ Network Model

F Gu, H Zhu, H Wang, Y Zhang, F Zuo… - Pattern Recognition and …, 2024 - Springer
The paper proposes the noninvasive image egg growing monitoring method based on an
illumination and transfer learning. During the egg growing, the size of egg air cell is …