[HTML][HTML] Consistency and objectivity of automated embryo assessments using deep neural networks

CL Bormann, P Thirumalaraju, MK Kanakasabapathy… - Fertility and sterility, 2020 - Elsevier
Objective To evaluate the consistency and objectivity of deep neural networks in embryo
scoring and making disposition decisions for biopsy and cryopreservation in comparison to …

Evaluation of deep convolutional neural networks in classifying human embryo images based on their morphological quality

P Thirumalaraju, MK Kanakasabapathy, CL Bormann… - Heliyon, 2021 - cell.com
A critical factor that influences the success of an in-vitro fertilization (IVF) treatment cycle is
the quality of the transferred embryo. Embryo morphology assessments, conventionally …

Development and evaluation of inexpensive automated deep learning-based imaging systems for embryology

MK Kanakasabapathy, P Thirumalaraju, CL Bormann… - Lab on a Chip, 2019 - pubs.rsc.org
Embryo assessment and selection is a critical step in an in vitro fertilization (IVF) procedure.
Current embryo assessment approaches such as manual microscopy analysis done by …

Optimizing CNN hyperparameters for blastocyst quality assessment in small datasets

R Chai, D Gunawan - IEEE Access, 2022 - ieeexplore.ieee.org
Morphological assessment of blastocyst quality is one of the most significant challenges in
the IVF process because the current assessment is based on evaluation by an embryologist; …

Unlocking the potential of big data and AI in medicine: insights from biobanking

K Akyüz, M Cano Abadía, M Goisauf… - Frontiers in …, 2024 - frontiersin.org
Big data and artificial intelligence are key elements in the medical field as they are expected
to improve accuracy and efficiency in diagnosis and treatment, particularly in identifying …

Robotic Manipulation of Embryos for Blastocyst Evaluation

G Shan - 2022 - search.proquest.com
Infertility is a global public health issue, affecting 15% of couples worldwide. In in vitro
fertilization (IVF) treatment, blastocyst evaluation is routinely conducted to select Day 5/6 …