Publications

Metric Learning for Large Scale Agricultural Phenotyping

Published in NAPPN, 2021

A metric-learning approach to create representations of sorghum images grown in a field setting.

Recommended citation: Zeyu Zhang, Abby Stylianou, and Robert Pless. Metric Learning for Large Scale Agricultural Phenotyping. ESSOAr. doi.org/10.1002/essoar.10508292.1, 2021.

Visualizing Data Driven Phenotypes

Published in CVPPP, 2019

Recommended citation: Zeyu Zhang, Hong Xuan, Xiaotong Liu, Abby Stylianou, Robert Pless. Visualizing Data Driven Phenotypes. Computer Vision Problems in Plant Phenotyping, 2019.

2-map: Aligned visualizations for comparison of high-dimensional point sets.

Published in WACV, 2009

We propose a method to align multiple low dimensional UMAP visualizations.

Recommended citation: Xiaotong Liu, Zeyu Zhang, Hong Xuan, Roxana Leontie, Abby Stylianou, and Robert Pless. 2020. 2-map: Aligned visualizations for comparison of high-dimensional point sets. In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, pp. 2550-2558, 2020.