Study on sperm-cell detection using yolov5 architecture with labaled dataset

M Dobrovolny, J Benes, J Langer, O Krejcar, A Selamat - Genes, 2023 - mdpi.com
Infertility has recently emerged as a severe medical problem. The essential elements in
male infertility are sperm morphology, sperm motility, and sperm density. In order to analyze …

Bull sperm tracking and machine learning-based motility classification

P Hidayatullah, TLER Mengko, R Munir… - IEEE Access, 2021 - ieeexplore.ieee.org
Sperm motility measurement using computer assisted sperm analysis (CASA) has been
widely accepted as a substitute for manual measurement but still faces several challenges …

YOLOv5s-SA: light-weighted and improved YOLOv5S for sperm detection

R Zhu, Y Cui, J Huang, E Hou, J Zhao, Z Zhou, H Li - Diagnostics, 2023 - mdpi.com
Sperm detection performance is particularly critical for sperm motility tracking. However,
there are a large number of non-sperm objects, sperm occlusion and poorly detailed texture …

An effective motion-tracking scheme for machine-learning applications in noisy videos

HH Kim, HW Lee, JS Lee, O Bae, CP Hong - Applied Sciences, 2023 - mdpi.com
Detecting and tracking objects of interest in videos is a technology that can be used in
various applications. For example, identifying cell movements or mutations through videos …

A hybrid IMM-JPDAF algorithm for tracking multiple sperm targets and motility analysis

G Tumuklu Ozyer, B Ozyer, F Negin, I Alarabi… - Neural Computing and …, 2022 - Springer
Semen analysis has received a lot of attention because of its important role in determining
infertility in men. It involves several factors, the most important of which are sperm …

Efficient and robust segmentation and tracking of sperm cells in microscopic image sequences

F Mostajer Kheirkhah… - IET Computer …, 2019 - Wiley Online Library
Sperm motility analysis is an important factor in male fertility diagnosis. This article presents
a hybrid segmentation method to detect sperm cells, which is robust to density variation of …

[PDF][PDF] A survey on multisperm tracking for sperm motility measurement

P Hidayatullah, T Mengko… - Int. J. Mach. Learn …, 2017 - informatika.stei.itb.ac.id
Sperm motility is the main criterion in evaluating the quality of semen. Sperm motility
measurements can be done in many ways. But the most effective way is to simultaneously …

Automated Point-of-Care Semen Analysis Using Smartphone Imaging and Occlusion-Aware Multi-Object Tracking

A Jiang, M Hao, Y Li, J Wang, C Yue… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
This paper presents an automated point-of-care semen analysis method that uses
smartphone imaging to visually measure sperm concentration and motility of semen …

A robust sperm cell tracking algorithm using uneven lighting image fixing and improved branch and bound algorithm

A Alhaj Alabdulla, A Haşıloğlu… - IET Image …, 2021 - Wiley Online Library
An accurate and robust sperm cells tracking algorithm that is able to detect and track sperm
cells in videos with high accuracy and efficiency is presented. It is fast enough to process …

Sperm-cell detection using yolov5 architecture

M Dobrovolny, J Benes, O Krejcar… - … Work-Conference on …, 2022 - Springer
Infertility has become a severe health issue in recent years. Sperm morphology, sperm
motility, and sperm density are the most critical factors in male infertility. As a result, sperm …