High-throughput Phenotyping of Nematode Cysts

10/13/2021
by   Long Chen, et al.
0

The beet cyst nematode (BCN) Heterodera schachtii is a plant pest responsible for crop loss on a global scale. Here, we introduce a high-throughput system based on computer vision that allows quantifying BCN infestation and characterizing nematode cysts through phenotyping. After recording microscopic images of soil extracts in a standardized setting, an instance segmentation algorithm serves to detect nematode cysts in these samples. Going beyond fast and precise cyst counting, the image-based approach enables quantification of cyst density and phenotyping of morphological features of cysts under different conditions, providing the basis for high-throughput applications in agriculture and plant breeding research.

READ FULL TEXT

page 1

page 10

page 12

page 14

research
05/28/2017

Multiband NFC for High-Throughput Wireless Computer Vision Sensor Network

Vision sensors lie in the heart of computer vision. In many computer vis...
research
05/30/2019

Counting and Segmenting Sorghum Heads

Phenotyping is the process of measuring an organism's observable traits....
research
04/06/2020

Image-based phenotyping of diverse Rice (Oryza Sativa L.) Genotypes

Development of either drought-resistant or drought-tolerant varieties in...
research
12/15/2017

Automated Image Analysis Framework for the High-Throughput Determination of Grapevine Berry Sizes Using Conditional Random Fields

The berry size is one of the most important fruit traits in grapevine br...
research
03/06/2021

A Statistical Perspective on the Challenges in Molecular Microbial Biology

High throughput sequencing (HTS)-based technology enables identifying an...
research
10/23/2020

High-Throughput Image-Based Plant Stand Count Estimation Using Convolutional Neural Networks

The future landscape of modern farming and plant breeding is rapidly cha...
research
07/07/2017

TasselNet: Counting maize tassels in the wild via local counts regression network

Accurately counting maize tassels is important for monitoring the growth...

Please sign up or login with your details

Forgot password? Click here to reset