Portrait
Junxiong Zhou
Postdoc
University of California, Berkeley
About Me

I have experience in remote sensing image processing, including image fusion and classification. My current research interest includes climate change adaptation based on sustainable agriculture solutions and Earth observations.

Curriculum Vitae
Education
  • University of Minnesota Twin Cities
    University of Minnesota Twin Cities
    Department of Bioproducts and Biosystems Engineering
    Dr. Zhenong Jin and Dr. Ce Yang
    Ph.D.
    Sep. 2021 - Oct. 2025
  • Beijing Normal University
    Beijing Normal University
    Faculty of Geographical Science
    Dr. Jin Chen
    M.S.
    Sep. 2018 - Jun. 2021
  • China University of Geosciences
    China University of Geosciences
    Faculty of Information Engineering
    B.E.
    Sep. 2014 - Jun. 2018
Experience
  • University of California, Berkeley
    University of California, Berkeley
    Eric and Wendy Schmidt Center for Data Science & Environment
    Dr. Douglas McCauley and Dr. Justin S. Brashares
    Postdoc
    Nov. 2025 - present
  • University of Wisconsin-Madison
    University of Wisconsin-Madison
    Biological Systems Engineering
    Dr. Licheng Liu
    Research Associate
    Feb. 2026 - present
News
2026
Our paper about in-season crop mapping is published in Remote Sensing of Environment. Read more
Mar 01
Our paper about tracking plant traits using spaceborne PRISMA is published in Remote Sensing of Environment. Read more
Jan 15
2025
Our paper about monitoring 3D crop dynamics is published in Remote Sensing of Environment. Read more
Oct 01
Our paper about climate impacts on crop yield stability is published in Earth's Future. Read more
Sep 03
2024
Our paper about climate impacts on crop rotation is published in Global Change Biology. Featured Read more
Nov 12
Our paper about sub-national scale olive mapping is published in ISPRS Journal of Photogrammetry and Remote Sensing. Read more
Nov 01
Our paper about climate warming impacts on cattle meat yields is published in Communications Earth & Environment. Read more
Feb 03
Selected Publications (view all )
NeRF-LAI: A hybrid method combining neural radiance field and gap-fraction theory for deriving effective leaf area index of corn and soybean using multi-angle UAV images
NeRF-LAI: A hybrid method combining neural radiance field and gap-fraction theory for deriving effective leaf area index of corn and soybean using multi-angle UAV images

Qi Yang, Junxiong Zhou, Liya Zhao, Zhenong Jin# (# corresponding author)

Remote Sensing of Environment 2025

NeRF learns implicit neural representations of 3D crop fields from multi-angle images. The NeRF-LAI applies the gap fraction-based effective LAI estimation to a continuous field scale. The NeRF-LAI produces hemispherical gap fractions at an arbitrary viewpoint. The NeRF-LAI outperforms VI-based regression models in cross-site testing.

NeRF-LAI: A hybrid method combining neural radiance field and gap-fraction theory for deriving effective leaf area index of corn and soybean using multi-angle UAV images

Qi Yang, Junxiong Zhou, Liya Zhao, Zhenong Jin# (# corresponding author)

Remote Sensing of Environment 2025

NeRF learns implicit neural representations of 3D crop fields from multi-angle images. The NeRF-LAI applies the gap fraction-based effective LAI estimation to a continuous field scale. The NeRF-LAI produces hemispherical gap fractions at an arbitrary viewpoint. The NeRF-LAI outperforms VI-based regression models in cross-site testing.

Reduced Crop Yield Stability Is More Likely to Be Associated With Heat Than With Moisture Extremes in the US Midwest
Reduced Crop Yield Stability Is More Likely to Be Associated With Heat Than With Moisture Extremes in the US Midwest

Weihang Liu, Junxiong Zhou#, Yuchuan Luo, Shuo Chen, Yuchi Ma (# corresponding author)

Earth's future 2025

Heat is mainly linked to the changes in soybean yield stability in the US Midwest. The negative yield stability responses to heat and drought can be mitigated by the irrigation but the negative response to excess wet would be amplified. Our results highlight the importance of climate extremes on stabilizing crop yield.

Reduced Crop Yield Stability Is More Likely to Be Associated With Heat Than With Moisture Extremes in the US Midwest

Weihang Liu, Junxiong Zhou#, Yuchuan Luo, Shuo Chen, Yuchi Ma (# corresponding author)

Earth's future 2025

Heat is mainly linked to the changes in soybean yield stability in the US Midwest. The negative yield stability responses to heat and drought can be mitigated by the irrigation but the negative response to excess wet would be amplified. Our results highlight the importance of climate extremes on stabilizing crop yield.

Changes in the Yield Effect of the Preceding Crop in the US Corn Belt Under a Warming Climate
Changes in the Yield Effect of the Preceding Crop in the US Corn Belt Under a Warming Climate

Junxiong Zhou, Peng Zhu, Dan M. Kluger, David B. Lobell, Zhenong Jin# (# corresponding author)

Global Change Biology 2024 Spotlight

We examine the impacts of both GS and NGS climate conditions on the yield effect of the preceding crop in corn-soybean rotation systems from 1999 to 2018 in the US Midwest. By 2051–2070, we project that warming climates will reduce corn rotation benefits by 6.74% under Shared Socioeconomic Pathway (SSP) 1-2.6 and 17.18% under SSP 5-8.5. For soybeans, warming climates are expected to increase rotation benefits by 8.36% under SSP 1-2.6 and 13.83% under SSP 5-8.5.

Changes in the Yield Effect of the Preceding Crop in the US Corn Belt Under a Warming Climate

Junxiong Zhou, Peng Zhu, Dan M. Kluger, David B. Lobell, Zhenong Jin# (# corresponding author)

Global Change Biology 2024 Spotlight

We examine the impacts of both GS and NGS climate conditions on the yield effect of the preceding crop in corn-soybean rotation systems from 1999 to 2018 in the US Midwest. By 2051–2070, we project that warming climates will reduce corn rotation benefits by 6.74% under Shared Socioeconomic Pathway (SSP) 1-2.6 and 17.18% under SSP 5-8.5. For soybeans, warming climates are expected to increase rotation benefits by 8.36% under SSP 1-2.6 and 13.83% under SSP 5-8.5.

Unequal impact of climate warming on meat yields of global cattle farming
Unequal impact of climate warming on meat yields of global cattle farming

Weihang Liu#, Junxiong Zhou, Yuchi Ma, Shuo Chen, Yuchuan Luo (# corresponding author)

Communications Earth & Environment 2024

The findings show that cattle meat yield increases as temperatures rise from low to medium and then decreases when annual average temperatures exceed 7 °C; this repose is pronounced in the grassland-based livestock system. Further, we show that warming creates unequal impacts between high- and low-income countries due to the divergent baseline temperature conditions. Future warming aggravates these unequal burdens between countries, with the most pronounced effects observed under the upper-middle emissions scenario.

Unequal impact of climate warming on meat yields of global cattle farming

Weihang Liu#, Junxiong Zhou, Yuchi Ma, Shuo Chen, Yuchuan Luo (# corresponding author)

Communications Earth & Environment 2024

The findings show that cattle meat yield increases as temperatures rise from low to medium and then decreases when annual average temperatures exceed 7 °C; this repose is pronounced in the grassland-based livestock system. Further, we show that warming creates unequal impacts between high- and low-income countries due to the divergent baseline temperature conditions. Future warming aggravates these unequal burdens between countries, with the most pronounced effects observed under the upper-middle emissions scenario.

All publications