Review of learning-based robotic manipulation in cluttered environments

MQ Mohammed, LC Kwek, SC Chua, A Al-Dhaqm… - Sensors, 2022 - mdpi.com
Robotic manipulation refers to how robots intelligently interact with the objects in their
surroundings, such as grasping and carrying an object from one place to another. Dexterous …

Towards Living Machines: current and future trends of tactile sensing, grasping, and social robotics

V Vouloutsi, L Cominelli, M Dogar… - Bioinspiration & …, 2023 - iopscience.iop.org
The development of future technologies can be highly influenced by our deeper
understanding of the principles that underlie living organisms. The Living Machines …

Tracking through containers and occluders in the wild

B Van Hoorick, P Tokmakov, S Stent… - Proceedings of the …, 2023 - openaccess.thecvf.com
Tracking objects with persistence in cluttered and dynamic environments remains a difficult
challenge for computer vision systems. In this paper, we introduce TCOW, a new benchmark …

Efficient and high-quality prehensile rearrangement in cluttered and confined spaces

R Wang, Y Miao, KE Bekris - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Prehensile object rearrangement in cluttered and confined spaces has broad applications
but is also challenging. For instance, rearranging products in a grocery shelf means that the …

Play it by ear: Learning skills amidst occlusion through audio-visual imitation learning

M Du, OY Lee, S Nair, C Finn - arXiv preprint arXiv:2205.14850, 2022 - arxiv.org
Humans are capable of completing a range of challenging manipulation tasks that require
reasoning jointly over modalities such as vision, touch, and sound. Moreover, many such …

Mechanical search on shelves using lateral access x-ray

H Huang, M Dominguez-Kuhne… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
Finding an occluded object in a lateral access environment such as a shelf or cabinet is a
problem that arises in many contexts such as warehouses, retail, healthcare, shipping, and …

Mechanical search on shelves using a novel “bluction” tool

H Huang, M Danielczuk, CM Kim, L Fu… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Shelves are common in homes, warehouses, and commercial settings due to their storage
efficiency. However, this efficiency comes at the cost of reduced visibility and accessibility …

Multi-object grasping in the plane

WC Agboh, J Ichnowski, K Goldberg… - … Symposium of Robotics …, 2022 - Springer
We consider a novel problem where multiple rigid convex polygonal objects rest in randomly
placed positions and orientations on a planar surface visible from an overhead camera. The …

Mechanical search on shelves with efficient stacking and destacking of objects

H Huang, L Fu, M Danielczuk, CM Kim, Z Tam… - … Symposium of Robotics …, 2022 - Springer
Although stacking objects increases shelves storage efficiency, the lack of visibility and
accessibility makes the mechanical search problem of revealing and extracting a target …

POMDP planning for object search in partially unknown environment

Y Chen, H Kurniawati - Advances in Neural Information …, 2024 - proceedings.neurips.cc
Efficiently searching for target objects in complex environments that contain various types of
furniture, such as shelves, tables, and beds, is crucial for mobile robots, but it poses …