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Claus Smitt

7 accepted papers

2025

A Dataset and Benchmark for Shape Completion of Fruits for Agricultural Robotics

ICRA 2025

As the world population is expected to reach 10 billion by 2050, our agricultural production system needs to double its productivity despite a decline of human workforce in the agricultural sector. Autonomous robotic systems are one promising pathway to increase productivity by taking over labor-int

Cited by 4SourcecodeScholar
2024

BonnBot-I Plus: A Bio-Diversity Aware Precise Weed Management Robotic Platform

RA-L 2024

In this article, we focus on the critical tasks of plant protection in arable farms, addressing a modern challenge in agriculture: integrating ecological considerations into the operational strategy of precision weeding robots like BonnBot-I. This article presents the recent advancements in weed man

Cited by 4SourceScholar
2024

PAg-NeRF: Towards Fast and Efficient End-to-End Panoptic 3D Representations for Agricultural Robotics

RA-L 2024

Precise scene understanding is key for most robot monitoring and intervention tasks in agriculture. In this work we present <bold xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">PAg-NeRF</b> which is a novel NeRF-based system that enables 3D panoptic scene u

Cited by 33SourceScholar
2023

Panoptic Mapping with Fruit Completion and Pose Estimation for Horticultural Robots

IROS 2023poster

Monitoring plants and fruits at high resolution play a key role in the future of agriculture. Accurate 3D information can pave the way to a diverse number of robotic applications in agriculture ranging from autonomous harvesting to precise yield estimation. Obtaining such 3D information is non-trivi…

Cited by 20SourcecodeScholar
2022

Explicitly Incorporating Spatial Information to Recurrent Networks for Agriculture

RA-L 2022

In agriculture, the majority of vision systems perform still image classification. Yet, recent work has highlighted the potential of spatial and temporal cues as a rich source of information to improve the classification performance. In this letter, we propose novel approaches to explicitly capture

Cited by 12SourcecodeScholar
2021

PATHoBot: A Robot for Glasshouse Crop Phenotyping and Intervention

ICRA 2021poster

We present PATHoBot an autonomous crop surveying and intervention robot for glasshouse environments. The aim of this platform is to autonomously gather high quality data and also estimate key phenotypic parameters. To achieve this we retro-fit an off-the-shelf pipe-rail trolley with an array of mult…

Cited by 47SourceScholar
2021

Viewpoint Planning for Fruit Size and Position Estimation

IROS 2021poster

Modern agricultural applications require knowledge about the position and size of fruits on plants. However, occlusions from leaves typically make obtaining this information difficult. We present a novel viewpoint planning approach that builds up an octree of plants with labeled regions of interest…

Cited by 46SourcecodeScholar