Jiaxin Wang

Dr. Jiaxin Wang

School of Integrative Plant Science, Cornell University, Ithaca, New York, USA
orcid

Research Focus & Metrics

Academic Career Length

8Years (2019-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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1 July 2020 in Journal of Hazardous Materials
Verified
Journal Article
Closed access
JWJiaxin Wang
Jiaxin Wang
XLXuening Lu
Xuening Lu
Jiaen ZhangJiaen Zhang
Jiaen Zhang
YOYing Ouyang
Ying Ouyang
GWGuangchang Wei
Guangchang Wei
YXYue Xiong
Yue Xiong

2 January 2024 in Scientific Data
Verified
Journal Article
Open access
PDF file
JWJiaxin Wang
Jiaxin Wang
HRHeidi Renninger
Heidi Renninger
QMQin Ma
Qin Ma
Machine learning (ML) algorithms have shown potential in automatically detecting and measuring stomata. However, ML algorithms require substantial data to efficiently train and optimize models, but their potential is restricted by the limited availability and quality of stomatal images. To overcome this obstacle, we have compiled a collection of around 11,000 unique images of temperate broadleaf angiosperm tree leaf stomata from various projects conducted between 2015 and 2022. The dataset includes over 7,000 images of 17 commonly encountered hardwood species, such as oak, maple, ash, elm, and hickory, and over 3,000 images of 55 genotypes from seven Populus taxa. Inner_guard_cell_walls and whole_stomata (stomatal aperture and guard cells) were labeled and had a corresponding YOLO label file that can be converted into other annotation formats. With the use of our dataset, users can (1) employ state-of-the-art machine learning models to identify, count, and quantify leaf stomata; (2) explore the diverse range of stomatal characteristics across different types of hardwood trees; and (3) develop new indices for measuring stomata.

12 April 2023 in Journal of Hazardous Materials
Verified
Journal Article
Closed access
JWJiaxin Wang
Jiaxin Wang
XLXuening Lu
Xuening Lu
QJQinglin Jing
Qinglin Jing
BZBowen Zhang
Bowen Zhang
JYJiehong Ye
Jiehong Ye
JZJiaen Zhang
Jiaen Zhang

1 December 2020 in CATENA
Verified
Journal Article
Closed access
JZJiaen Zhang
Jiaen Zhang
LFLifang Feng
Lifang Feng
Ying OuyangYing Ouyang
Ying Ouyang
RHRongrong Hu
Rongrong Hu
HXHuaqin Xu
Huaqin Xu
JWJiaxin Wang
Jiaxin Wang

1 March 2020 in Chemosphere
Verified
Journal Article
Closed access
JWJiaxin Wang
Jiaxin Wang
YXYue Xiong
Yue Xiong
Jiaen ZhangJiaen Zhang
Jiaen Zhang
XLXuening Lu
Xuening Lu
GWGuangchang Wei
Guangchang Wei