The invention relates to the technical field of
livestock and poultry intelligent breeding, and discloses a laying hen
body type and weight evaluation method and
system based on image recognition, and the method comprises the steps: obtaining laying hen behavior video data and environment parameter data;
processing the video data, identifying the behavior mode of the laying hens, analyzing the relevance between the environmental parameter data and behaviors, and establishing
state representation; constructing a strategy network, realizing stress state detection and optimal evaluation opportunity automatic selection, and extracting
body shape features in a stable attitude; constructing a
body weight evaluation model by using the
body shape characteristics at the selected time and combining the identified behavior state information; learning feature distribution of a normal evaluation process of the
body weight evaluation model, and detecting an abnormal
evaluation result through double indexes of
reconstruction error and probability deviation; through fusion of behavior analysis, environment
perception and
quality control, high-precision and high-reliability evaluation of the
body type and weight of the laying hen is realized.