AIMC Topic: Spermatozoa

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Sperm-cell DNA fragmentation prediction using label-free quantitative phase imaging and deep learning.

Cytometry. Part A : the journal of the International Society for Analytical Cytology Nov 23, 2022
In intracytoplasmic sperm injection (ICSI), a single sperm cell is selected and injected into an egg. The quality of the chosen sperm and specifically its DNA fragmentation have a significant effect on the fertilization success rate. However, there i...
Humans Male DNA Fragmentation Spermatozoa Sperm Injections, Intracytoplasmic Deep Learning Fertilization in Vitro Semen
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Automated rare sperm identification from low-magnification microscopy images of dissociated microsurgical testicular sperm extraction samples using deep learning.

Fertility and sterility May 10, 2022
OBJECTIVE: To develop a machine learning algorithm to detect rare human sperm in semen and microsurgical testicular sperm extraction (microTESE) samples using bright-field (BF) microscopy for nonobstructive azoospermia patients.
Oligospermia Spermatozoa Azoospermia Microscopy Humans Deep Learning Male Sperm Retrieval Testis
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TOD-CNN: An effective convolutional neural network for tiny object detection in sperm videos.

Computers in biology and medicine Apr 22, 2022
The detection of tiny objects in microscopic videos is a problematic point, especially in large-scale experiments. For tiny objects (such as sperms) in microscopic videos, current detection methods face challenges in fuzzy, irregular, and precise pos...
Neural Networks, Computer Male Humans Spermatozoa Face
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Reproductive characteristics of the giant gurami sago strain ( Lacepède, 1801): basic knowledge for a future hatchery development strategy.

F1000Research Sep 15, 2021
The giant gourami sago strain ( Lacepède) has been approved in 2018 as a candidate for freshwater aquaculture in Indonesia. However, information on the species' reproduction is minimal. This study analyzed the reproductive characteristics of the go...
Edible Grain Male Female Reproduction Sperm Motility Animals Aquaculture Fishes Spermatozoa
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Multi-model CNN fusion for sperm morphology analysis.

Computers in biology and medicine Aug 24, 2021
Infertility is a common disorder affecting 20% of couples worldwide. Furthermore, 40% of all cases are related to male infertility. The first step in the determination of male infertility is semen analysis. The morphology, concentration, and motility...
Male Cell Count Semen Analysis Humans Neural Networks, Computer Algorithms Spermatozoa
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Does artificial intelligence have a role in the IVF clinic?

Reproduction & fertility Aug 23, 2021
The success of IVF has remained stagnant for a decade. The focus of a great deal of research is to improve on the current ~30% success rate of IVF. Artificial intelligence (AI), or machines that mimic human intelligence, has been gaining traction for...
Specimen Handling Semen Spermatozoa Humans Male Artificial Intelligence Fertilization in Vitro Female Ovum
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Impact of transfer learning for human sperm segmentation using deep learning.

Computers in biology and medicine Jul 29, 2021
BACKGROUND AND OBJECTIVE: Infertility affects approximately one in ten couples, and almost half of the infertility cases are due to the malefactor. To diagnose infertility and determine future treatment, a semen analysis is performed. Evaluation of s...
Spermatozoa Acrosome Sperm Head Deep Learning Image Processing, Computer-Assisted Semen Analysis Humans Male
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DeepSperm: A robust and real-time bull sperm-cell detection in densely populated semen videos.

Computer methods and programs in biomedicine Jul 27, 2021
BACKGROUND AND OBJECTIVE: Object detection is a primary research interest in computer vision. Sperm-cell detection in a densely populated bull semen microscopic observation video presents challenges that are more difficult than those presented by oth...
Male Cattle Semen Spermatozoa Neural Networks, Computer Animals
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Adaptive adversarial neural networks for the analysis of lossy and domain-shifted datasets of medical images.

Nature biomedical engineering Jun 10, 2021
In machine learning for image-based medical diagnostics, supervised convolutional neural networks are typically trained with large and expertly annotated datasets obtained using high-resolution imaging systems. Moreover, the network's performance can...
Female Male Datasets as Topic Plasmodium falciparum Embryo, Mammalian Humans Histocytochemistry Spermatozoa Neural Networks, Computer Time-Lapse Imaging Malaria, Falciparum Supervised Machine Learning Image Interpretation, Computer-Assisted Microscopy
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Can methods of artificial intelligence aid in optimizing patient selection in patients undergoing intrauterine inseminations?

Journal of assisted reproduction and genetics May 24, 2021
PURPOSE: AI and its machine learning algorithms have proven useful in several fields of medicine, including medically assisted reproduction. The purpose of the study was to construct several predictive models based on clinical data and select the bes...
Female Adult Male Artificial Intelligence Pregnancy Gonadotropins Humans Insemination, Artificial Neural Networks, Computer Letrozole Clomiphene Support Vector Machine Decision Making, Computer-Assisted Fertility Agents, Female Spermatozoa Patient Selection
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