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Jan Weyler

7 accepted papers

2023

On Domain-Specific Pre- Training for Effective Semantic Perception in Agricultural Robotics

ICRA 2023poster

Agricultural robots have the prospect to enable more efficient and sustainable agricultural production of food, feed, and fiber. Perception of crops and weeds is a central component of agricultural robots that aim to monitor fields and assess the plants as well as their growth stage in an automatic…

Cited by 5SourceScholar
2023

Towards Domain Generalization in Crop and Weed Segmentation for Precision Farming Robots

RA-L 2023

Precision farming robots offer the potential to reduce the amount of used agrochemicals through targeted interventions and thus are a promising step towards sustainable agriculture. A prerequisite for such systems is a robust plant classification system that can identify crops and weeds in various a

Cited by 23SourceScholar
2023

Unsupervised Generation of Labeled Training Images for Crop-Weed Segmentation in New Fields and on Different Robotic Platforms

RA-L 2023

Agricultural robots have the potential to improve the efficiency and sustainability of existing agricultural practices. Most autonomous agricultural robots rely on machine vision systems. Such systems, however, often perform worse in new fields or when the robotic platforms change. While we can alle

Cited by 8SourceScholar
2022

Joint Plant and Leaf Instance Segmentation on Field-Scale UAV Imagery

RA-L 2022

Monitoring of fields and breeding plots is critical for farmers, plant scientists, and breeders. In this process, a key objective is to assess and monitor the growth stages together with the number of individual plants on the field. Traditionally, this in-field assessment is performed manually and t

Cited by 27SourceScholar
2021

Joint Plant Instance Detection and Leaf Count Estimation for In-Field Plant Phenotyping

RA-L 2021

Precision management of agricultural fields as well as plant breeding are central factors for keeping yields high and to provide food, feed, and fiber for our society. A key element in breeding trials but also for targeted management actions is to analyze the growth state of individual plants object

Cited by 51SourceScholar
2020

Unsupervised Domain Adaptation for Transferring Plant Classification Systems to New Field Environments, Crops, and Robots

IROS 2020poster

Crops are an important source of food and other products. In conventional farming, tractors apply large amounts of agrochemicals uniformly across fields for weed control and plant protection. Autonomous farming robots have the potential to provide environment-friendly weed control on a per plant bas…

Cited by 40SourceScholar