The invention relates to the technical field of
reproductive medicine, in particular to a high-quality
sperm acquisition method based on a
testis tissue sample of an
azoospermia patient, which comprises the following steps: inputting a first frame of a
testis tissue sample microscopic
video sequence into a target detection model, outputting a
sperm detection frame and confidence, and taking the position of the detection frame as a starting point of a motion trail; a dynamic confidence matching strategy is adopted, firstly, a prediction trajectory is matched with a high-confidence detection result, then, a real
leak detection target is complemented with a low-confidence target, multi-stage Hungary matching is achieved through confidence guidance, and all
sperm movement trajectories obtained in each frame are obtained; and based on multiple frames of images corresponding to all sperm movement tracks corresponding to the microscopic
video sequence, selecting the multiple frames of images according to a preset number of confidence coefficients to construct a candidate
morphological analysis sample set, and performing
kinematics parameter calculation and
morphological analysis to obtain high-quality target sperms. According to the method, the recognition efficiency of high-quality sperms is improved, the sperms with higher quality can be obtained, and the subsequent fertilization success rate is further improved.