AIMC Topic: Ovarian Follicle

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Explainable artificial intelligence to identify follicles that optimize clinical outcomes during assisted conception.

Nature communications Jan 8, 2025
Infertility affects one-in-six couples, often necessitating in vitro fertilization treatment (IVF). IVF generates complex data, which can challenge the utilization of the full richness of data during decision-making, leading to reliance on simple 'ru...
Oocyte Retrieval Embryo Transfer Pregnancy Rate Fertilization in Vitro Ovulation Induction Ovarian Follicle Treatment Outcome Oocytes Female Adult Progesterone Humans Artificial Intelligence Pregnancy
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Enhancing repeatability of follicle counting with deep learning reconstruction high-resolution MRI in PCOS patients.

Scientific reports Jan 7, 2025
Follicle count, a pivotal metric in the adjunct diagnosis of polycystic ovary syndrome (PCOS), is often underestimated when assessed via transvaginal ultrasonography compared to MRI. Nevertheless, the repeatability of follicle counting using traditio...
Female Reproducibility of Results Young Adult Humans Prospective Studies Magnetic Resonance Imaging Adult Polycystic Ovary Syndrome Deep Learning Artifacts Image Processing, Computer-Assisted Ovarian Follicle
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Automatic ovarian follicle detection using object detection models.

Scientific reports Dec 30, 2024
Ovaries are of paramount importance in reproduction as they produce female gametes through a complex developmental process known as folliculogenesis. In the prospect of better understanding the mechanisms of folliculogenesis and of developing novel p...
Animals Deep Learning Image Processing, Computer-Assisted Ovarian Follicle Humans Female
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F-Net: Follicles Net an efficient tool for the diagnosis of polycystic ovarian syndrome using deep learning techniques.

PloS one Aug 15, 2024
The study's primary objectives encompass the following: (i) To implement the object detection of ovarian follicles using you only look once (YOLO)v8 and subsequently segment the identified follicles using a hybrid fuzzy c-means-based active contour t...
Adult Deep Learning Polycystic Ovary Syndrome Humans Female Ovarian Follicle
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Machine-intelligence for developing a potent signature to predict ovarian response to tailor assisted reproduction technology.

Aging May 17, 2021
The prediction of poor ovarian response (POR) for stratified interference is a critical clinical issue that has received an increasing amount of recent concern. Anthropogenic diagnostic modes remain too simple for the handling of actual clinical comp...
Reproductive Techniques, Assisted Decision Trees Predictive Value of Tests Anti-Mullerian Hormone Models, Biological Ovarian Follicle Ovary Support Vector Machine Infertility, Female Models, Statistical Adult Cohort Studies Estradiol Humans Neural Networks, Computer Prospective Studies Machine Learning Female Algorithms
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A Workflow for the Performance of the Differential Ovarian Follicle Count Using Deep Neuronal Networks.

Toxicologic pathology Dec 8, 2020
In order to automate the counting of ovarian follicles required in multigeneration reproductive studies performed in the rat according to Organization for Economic Co-operation and Development guidelines 443 and 416, the application of deep neural ne...
Neural Networks, Computer Ovarian Follicle Rats Workflow Neurons Female Reproducibility of Results Animals
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Reproductive outcomes predicted by phase imaging with computational specificity of spermatozoon ultrastructure.

Proceedings of the National Academy of Sciences of the United States of America Jul 20, 2020
The ability to evaluate sperm at the microscopic level, at high-throughput, would be useful for assisted reproductive technologies (ARTs), as it can allow specific selection of sperm cells for in vitro fertilization (IVF). The tradeoff between intrin...
Image Processing, Computer-Assisted Ovum Semen Analysis Ovarian Follicle Spermatozoa Infertility, Male Male Cattle Cattle Diseases Neural Networks, Computer Female Animals
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CR-Unet: A Composite Network for Ovary and Follicle Segmentation in Ultrasound Images.

IEEE journal of biomedical and health informatics Oct 7, 2019
Transvaginal ultrasound (TVUS) is widely used in infertility treatment. The size and shape of the ovary and follicles must be measured manually for assessing their physiological status by sonographers. However, this process is extremely time-consumin...
Humans Neural Networks, Computer Ultrasonography Algorithms Image Processing, Computer-Assisted Female Ovarian Follicle Deep Learning Ovary
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A new method for automatic counting of ovarian follicles on whole slide histological images based on convolutional neural network.

Computers in biology and medicine Jul 9, 2019
The ovary is a complex endocrine organ that shows significant structural and functional changes in the female reproductive system over recurrent cycles. There are different types of follicles in the ovarian tissue. The reproductive potential of each ...
Ovarian Follicle Imaging, Three-Dimensional Image Processing, Computer-Assisted Neural Networks, Computer Cell Count Female Animals
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Supplementation with long-acting progesterone in early diestrus in beef cattle: II. Relationships between follicle growth dynamics and luteolysis.

Domestic animal endocrinology Dec 19, 2018
The aims were to characterize follicular dynamics in response to supplemental progesterone (P4) and to investigate the relationships between follicular growth and onset of luteolysis in P4-treated cows, submitted or not to artificial insemination (AI...
Diestrus Progesterone Luteolysis Female Insemination, Artificial Animals Ovarian Follicle Drug Administration Schedule Cattle
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