Computer vision (CV) combined with a deep convolutional neural network (CNN) has
emerged as a reliable analytical method to effectively characterize and quantify high …

Soybean is a major crop that provides essential protein and oil for food and feed. Since its
origin in China over 5000 years ago, soybean has spread throughout the world, becoming …

Accurately sorting high-quality soybean seeds is a crucial and time-consuming task in
quality inspection and food safety. This paper designs a full pipeline to classify the soybean …

Key message High-throughput phenotyping (HTP) is in its infancy for deployment in large-
scale breeding programmes. With the ability to measure correlated traits associated with …

Background Effective soybean seed phenotyping demands large-scale accurate quantities
of morphological parameters. The traditional manual acquisition of soybean seed …

Developing automated soybean seed counting tools will help automate yield prediction
before harvesting and improving selection efficiency in breeding programs. An integrated …

The application of imaging technologies combined with state-of-the-art artificial intelligence
techniques has provided important advances in the modern oilseed industry. Innovative …

Soybean yield estimation is either based on yield monitors or agro-meteorological and
satellite imagery data, but they present several limiting factors regarding on-farm decision …

Abstract Soybean [Glycine max (L.) Merr.] breeders and geneticists routinely evaluate
thousands of plots per year in order to characterize various accessions and breeding …

Machine learning (ML) refers to the processes that enable computers to think based on
various learning methods. It can be also called domain which is a subset of Artificial …