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Keywords: Machine learning
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Journal Articles
Journal: Development
Development (2022) 149 (18): dev200889.
Published: 15 September 2022
... approach to quantify stigma and ovary morphology. We demonstrate the suitability of the approach, which uses light-microscopy imaging and machine learning, for the analysis of floral organ traits in field-grown plants using fresh and fixed samples. We show that the unpollinated carpel undergoes a well...
Includes: Supplementary data
Journal Articles
Journal: Development
Development (2021) 148 (18): dev199611.
Published: 8 September 2021
.... Hence, there is a pressing demand for a coding-free, intuitive and scalable solution that analyses such image data in an automated yet rapid manner. Here, we present MOrgAna, a Python-based software that implements machine learning to segment images, quantify and visualize morphological and fluorescence...
Includes: Supplementary data
Journal Articles
Journal: Development
Development (2021) 148 (1): dev188474.
Published: 10 January 2021
...Paul Villoutreix ABSTRACT Developmental biology has grown into a data intensive science with the development of high-throughput imaging and multi-omics approaches. Machine learning is a versatile set of techniques that can help make sense of these large datasets with minimal human intervention...
Journal Articles
Journal Articles
Journal: Development
Development (2017) 144 (7): 1350–1361.
Published: 1 April 2017
... analysis and machine learning methods identify cell divisions oriented by mechanical cues to reduce strain. Image analysis Machine learning Time-lapse microscopy Morphogenesis Oriented cell division Laser ablation Axis elongation is a conserved morphogenetic process in which embryos...
Includes: Supplementary data
Journal Articles
Journal: Development
Development (2017) 144 (7): 1350–1361.
Published: 1 April 2017
... analysis and machine learning methods identify cell divisions oriented by mechanical cues to reduce strain. Image analysis Machine learning Time-lapse microscopy Morphogenesis Oriented cell division Laser ablation Ontario Ministry of Economic Development and Innovation 10.13039...
Includes: Supplementary data
Journal Articles