default author photo

Yuntao Ma

China Agricultural University

Beijing

China

SCHOLARLY PAPERS

8

DOWNLOADS

388

TOTAL CITATIONS

5

Scholarly Papers (8)

1.

Maize Seedling Information Extraction from Uav Images Based on Semi-Automatic Sample Generation and Mask R-Cnn Model

Number of pages: 28 Posted: 30 Sep 2022
China Agricultural University, affiliation not provided to SSRN, China Agricultural University, China Agricultural University, China Agricultural University, China Agricultural University, China Agricultural University, China Agricultural University, China Agricultural University and China Agricultural University
Downloads 73 (852,604)

Abstract:

Loading...

UAV, Precision Agriculture, Maize emergence rate, broken mounds, sample generation, Deep learning

2.

Soybean Yield Estimation and Lodging Classification Based on Uav Multi-Source Data and Self-Supervised Contrastive Learning

Number of pages: 54 Posted: 09 Aug 2024
affiliation not provided to SSRN, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, China Agricultural University, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, Heilongjiang Academy of Agricultural Sciences, Chinese Academy of Agricultural Sciences (CAAS), Chinese Academy of Agricultural Sciences (CAAS) and China Agricultural University
Downloads 58 (1,000,027)
Citation 5

Abstract:

Loading...

Remote Sensing, 3D Reconstruction, Point cloud, Multispectral, structure from motion

3.

Three-Dimensional Features of Canopy Morphology Based on Singular Value Decomposition of Point Clouds and Lightweight Unmanned Aerial Vehicle

Number of pages: 37 Posted: 28 Mar 2025
affiliation not provided to SSRN, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, Chinese Academy of Agricultural Sciences (CAAS), Chinese Academy of Agricultural Sciences (CAAS) and China Agricultural University
Downloads 54 (1,041,696)

Abstract:

Loading...

Point cloud, Structure from Motion (SfM), High throughput phenotyping, Structural information, Canopy 3D global and local features

4.

Assessing Plant Traits Using Small-Sample Training and Extreme Stacked Generalization

Number of pages: 40 Posted: 09 Nov 2022
China Agricultural University, China Agricultural University, China Agricultural University, Chinese Academy of Agricultural Sciences (CAAS) - Farmland Irrigation Research Institute, Chinese Academy of Agricultural Sciences (CAAS) - Farmland Irrigation Research Institute and China Agricultural University
Downloads 53 (1,031,043)

Abstract:

Loading...

Remote sensing, Machine Learning, plant phenotype, stacked generalization

5.

Bridging the Gap between Hyperspectral Imaging and Crop Breeding: Soybean Yield Prediction and Lodging Classification with Prototype Contrastive Learning

Number of pages: 30 Posted: 11 Nov 2024
China Agricultural University, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, affiliation not provided to SSRN, China Agricultural University, affiliation not provided to SSRN, China Agricultural University, China Agricultural University, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, Chinese Academy of Agricultural Sciences (CAAS), Chinese Academy of Agricultural Sciences (CAAS) and China Agricultural University
Downloads 49 (1,074,648)

Abstract:

Loading...

Unmanned Aerial Vehicle, Deep Learning, Resnet, Soybean Yield and Lodging Prediction

6.

High-Quality Images and Data Augmentation Based on Inverse Projection Transformation Significantly Improve the Estimation Accuracy of Biomass and Leaf Area Index

Number of pages: 29 Posted: 02 May 2023
China Agricultural University, China Agricultural University, China Agricultural University, China Agricultural University, affiliation not provided to SSRN, China Agricultural University and China Agricultural University
Downloads 42 (1,157,785)

Abstract:

Loading...

UAV, Inverse projection transformation, Data augmentation, Above-ground biomass, Leaf area index

7.

Improving Soybean Yield Prediction by Integrating Uav Nadir and Cross-Circling Oblique Imaging

Number of pages: 39 Posted: 05 Dec 2023
China Agricultural University, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, Heilongjiang Academy of Agricultural Sciences, China Agricultural University, China Agricultural University, Heilongjiang Academy of Agricultural Sciences, Chinese Academy of Agricultural Sciences (CAAS), China Agricultural University, Chinese Academy of Agricultural Sciences (CAAS) and China Agricultural University
Downloads 41 (1,183,237)

Abstract:

Loading...

Data fusion, unmanned aerial vehicle, Feature dimensionality reduction, Ensemble learning, Shapley value

Idealized irrigation assumptions mislead irrigation technology suitability assessments under climate change

Number of pages: 22 Posted: 30 Apr 2026
China Agricultural University, China Agricultural University, Northeast Agricultural University, Yunnan Agricultural University, China Agricultural University, China Agricultural University and China Agricultural University
Downloads 11 (1,614,412)

Abstract:

Loading...

Crop modeling, Irrigation frequency, Climate change, Irrigation technology suitability, Hexi Corridor

Idealized irrigation assumptions mislead irrigation technology suitability assessments under climate change

Number of pages: 22 Posted: 08 Jun 2026
China Agricultural University, China Agricultural University, Northeast Agricultural University, Yunnan Agricultural University, China Agricultural University, China Agricultural University and China Agricultural University
Downloads 7

Abstract:

Loading...