Pheno4D: A spatio-temporal dataset of maize and tomato plant point clouds for phenotyping and advanced plant analysis

ROSE-X: an annotated data set for evaluation of 3D plant organ segmentation methods

(2020) Helin Dutagaci et al.   Plant Methods

Robust node detection and tracking in fruit-vegetable crops using deep learning and multi-view imaging

(2020) Frans P. Boogaard et al.   BIOSYSTEMS ENGINEERING

A spatio temporal spectral framework for plant stress phenotyping

(2019) Raghav Khanna et al.   Plant Methods

Measuring crops in 3D: using geometry for plant phenotyping

(2019) Stefan Paulus   Plant Methods

Plant-part segmentation using deep learning and multi-view vision

(2019) Weinan Shi et al.   BIOSYSTEMS ENGINEERING

Data synthesis methods for semantic segmentation in agriculture: A Capsicum annuum dataset

(2018) R. Barth et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Paris-Lille-3D: A large and high-quality ground-truth urban point cloud dataset for automatic segmentation and classification

(2018) Xavier Roynard et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

WeedMap: A Large-Scale Semantic Weed Mapping Framework Using Aerial Multispectral Imaging and Deep Neural Network for Precision Farming

(2018) Inkyu Sa et al.   Remote Sensing

Approaches to three-dimensional reconstruction of plant shoot topology and geometry

(2017) Jonathon A. Gibbs et al.   FUNCTIONAL PLANT BIOLOGY

3D-vision based detection, localization, and sizing of broccoli heads in the field

(2017) Keerthy Kusumam et al.   Journal of Field Robotics

Tracking maize pollen development by the Leaf Collar Method

(2017) Kevin Begcy et al.   Plant Reproduction

A Survey of Surface Reconstruction from Point Clouds

(2016) Matthew Berger et al.   COMPUTER GRAPHICS FORUM

Validation of plant part measurements using a 3D reconstruction method suitable for high-throughput seedling phenotyping

(2015) Franck Golbach et al.   MACHINE VISION AND APPLICATIONS

Deep learning

(2015) Yann LeCun et al.   NATURE

Automated Analysis of Barley Organs Using 3D Laser Scanning: An Approach for High Throughput Phenotyping

(2014) Stefan Paulus et al.   SENSORS

Surface feature based classification of plant organs from 3D laserscanned point clouds for plant phenotyping

(2013) Stefan Paulus et al.   BMC BIOINFORMATICS

Human skeleton tracking from depth data using geodesic distances and optical flow

(2011) Loren Arthur Schwarz et al.   IMAGE AND VISION COMPUTING

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION