Identification of Human Sperm based on Morphology Using the You Only Look Once Version 4 Algorithm
نویسندگان
چکیده
Infertility is a crucial reproductive problem experienced by both men and women. the inability to get pregnant within one year of sexual intercourse. This study focuses on infertility in men. Many causes that can cause including sperm quality. Currently, identification human still done manually observing with help humans through microscope, so it requires time high costs. Therefore, technology needed determine quality form deep learning based video. Deep algorithms support this research identifying cells. So detect video automatically process evaluating cells infertility. We use identify using You Only Look Once version 4 (YOLOv4) algorithm. Purpose was analyze level accuracy YOLOv4 The dataset used sourced from VISEM 85 videos. results obtained are 90.31% AP (Average Precision) for objects 68.19% non-sperm objects, then training model 79.58% mAP (Mean Average Precision). Our show result about YOLOv4. objects. output able test data image.
منابع مشابه
Another look at human sperm morphology.
STUDY QUESTION Can a standardized assessment of abnormal human sperm morphology provide additional useful information by identifying men with more severe disturbances in different types of abnormalities? SUMMARY ANSWER Definition-based categorization of sperm head, midpiece and tail defects has shown how differently these abnormalities are distributed in fertile men and other groups of men, t...
متن کاملthe impact of using inspirational quotes on abstract vocabulary recall
the present study is an attempt to investigate the potential impact of inspirational quotes on improving english abstract vocabulary recall. to achieve this goal, a multiple choice language proficiency test of 60 items including vocabulary and grammar component was administered to a sample of 63 second-semester male and female students whose age ranged between 17 to 22 and they were studying en...
15 صفحه اولthe role of task-based techniques on the acquisition of english language structures by the intermediate efl students
this study examines the effetivenss of task-based activities in helping students learn english language structures for a better communication. initially, a michigan test was administered to the two groups of 52 students majoring in english at the allameh ghotb -e- ravandi university to ensure their homogeneity. the students scores on the grammar part of this test were also regarded as their pre...
15 صفحه اولthe effect of using model essays on the develpment of writing proficiency of iranina pre-intermediate efl learners
abstract the present study was conducted to investigate the effect of using model essays on the development of writing proficiency of iranian pre-intermediate efl learners. to fulfill the purpose of the study, 55 pre- intermediate learners of parsa language institute were chosen by means of administering proficiency test. based on the results of the pretest, two matched groups, one as the expe...
ذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: International Journal of Advanced Computer Science and Applications
سال: 2022
ISSN: ['2158-107X', '2156-5570']
DOI: https://doi.org/10.14569/ijacsa.2022.0130752