MuST-C Dataset: The Multi-Sensor and Multi-Temporal Data Set of Multiple Crops for In-Field Phenotyping and Monitoring
type: Dataset
creator: Chong, Yue Linn
author: Chong, Yue Linn
date published: 2025-07-16
date modified: 2025-11-13
version: 3
description: Phenotyping is crucial for understanding crop trait variation and advancing research, but is currently limited by expensive, labor-intensive monitoring. New phenotypic trait monitoring methods are being proposed to reduce this so-called phenotyping bottleneck via automation. These methods are often data-driven, requiring a dataset recorded with a specific sensor and corresponding reference values for developing novel methods. To this end, we present the MuST-C (Multi-Sensor, multi-Temporal, multiple Crops) dataset, which contains field data from various sensors collected over a growing season, covering six crop species. All data was georeferenced for alignment across sensors and dates. To collect our dataset, we deployed aerial and ground robotic platforms equipped with RGB cameras, LiDARs, and multispectral cameras, aiming to capture a wide variety of modalities and observations from different viewpoints. In addition to sensor data, we also provide manually collected leaf area index and biomass reference measurements. Our dataset enables the development of novel automatic phenotypic trait estimation methods, allows comparisons across different sensors, and generalizability across crop species.
keywords: Agricultural Sciences
keywords: Computer and Information Science
keywords: Other
citation: s41597-025-06462-y
license: http://creativecommons.org/licenses/by/4.0
included in data catalog: bonndata
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Chong, Yue Linn
type: Person
given name: Yue Linn
family name: Chong
affiliation: University of Bonn

s41597-025-06462-y
type: CreativeWork
name: Y. L. Chong, J. Krämer, E. Chakhvashvili, E. Marks, F. Esser, A. Dreier, R. A. Rosu, K. Warstat, R. Pude, S. Behnke, O. Muller, U. Rascher, H. Kuhlmann, C. Stachniss, J. Behley, L. Klingbeil. The Multi-Sensor and Multi-Temporal Dataset of Multiple Crops for In-Field Phenotyping and Monitoring. Sci Data (2026). https://doi.org/10.1038/s41597-025-06462-y

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bonndata
type: Organization

bonndata
type: Organization

German Research Foundation under Germany’s Excellence Strategy
type: Organization