Contrastive 3D shape completion and reconstruction for agricultural robots using RGB-D frames

F Magistri, E Marks, S Nagulavancha… - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
Monitoring plants and fruits is important in modern agriculture, with applications ranging
from high-throughput phenoty** to autonomous harvesting. Obtaining highly accurate 3D …

Deep reinforcement learning for next-best-view planning in agricultural applications

X Zeng, T Zaenker, M Bennewitz - … International Conference on …, 2022 - ieeexplore.ieee.org
Automated agricultural applications, ie, fruit picking require spatial information about crops
and, especially, their fruits. In this paper, we present a novel deep reinforcement learning …

Efficient and accurate transformer-based 3d shape completion and reconstruction of fruits for agricultural robots

F Magistri, R Marcuzzi, E Marks… - … on Robotics and …, 2024 - ieeexplore.ieee.org
Robots that operate in agricultural environments need a robust perception system that can
deal with occlusions, which are naturally present in agricultural scenarios. In this paper, we …

How many views are needed to reconstruct an unknown object using nerf?

S Pan, L **, H Hu, M Popović… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Neural Radiance Fields (NeRFs) are gaining significant interest for online active object
reconstruction due to their exceptional memory efficiency and requirement for only posed …

Attention-driven active vision for efficient reconstruction of plants and targeted plant parts

AK Burusa, EJ van Henten, G Kootstra - ar** with shape completion for autonomous crop monitoring
S Marangoz, T Zaenker, R Menon… - 2022 IEEE 18th …, 2022 - ieeexplore.ieee.org
Autonomous crop monitoring is a difficult task due to the complex structure of plants.
Occlusions from leaves can make it impossible to obtain complete views about all fruits of …

Active-perceptive motion generation for mobile manipulation

S Jauhri, S Lueth, G Chalvatzaki - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Mobile Manipulation (MoMa) systems incorporate the benefits of mobility and dexterity, due
to the enlarged space in which they can move and interact with their environment. However …

Surgical fine-tuning for Grape Bunch Segmentation under Visual Domain Shifts

A Chiatti, R Bertoglio, N Catalano… - … on Mobile Robots …, 2023 - ieeexplore.ieee.org
Mobile robots will play a crucial role in the transition towards sustainable agriculture. To
autonomously and effectively monitor the state of plants, robots ought to be equipped with …