Review of machine learning methods in soft robotics

D Kim, SH Kim, T Kim, BB Kang, M Lee, W Park, S Ku… - Plos one, 2021 - journals.plos.org
Soft robots have been extensively researched due to their flexible, deformable, and adaptive
characteristics. However, compared to rigid robots, soft robots have issues in modeling …

Gelsight: High-resolution robot tactile sensors for estimating geometry and force

W Yuan, S Dong, EH Adelson - Sensors, 2017 - mdpi.com
Tactile sensing is an important perception mode for robots, but the existing tactile
technologies have multiple limitations. What kind of tactile information robots need, and how …

Biomimetic bimodal haptic perception using triboelectric effect

S He, J Dai, D Wan, S Sun, X Yang, X Xia, Y Zi - Science Advances, 2024 - science.org
Multimodal haptic perception is essential for enhancing perceptual experiences in
augmented reality applications. To date, several artificial tactile interfaces have been …

Binding touch to everything: Learning unified multimodal tactile representations

F Yang, C Feng, Z Chen, H Park… - Proceedings of the …, 2024 - openaccess.thecvf.com
The ability to associate touch with other modalities has huge implications for humans and
computational systems. However multimodal learning with touch remains challenging due to …

Generating visual scenes from touch

F Yang, J Zhang, A Owens - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
An emerging line of work has sought to generate plausible imagery from touch. Existing
approaches, however, tackle only narrow aspects of the visuo-tactile synthesis problem, and …

Robotic tactile perception of object properties: A review

S Luo, J Bimbo, R Dahiya, H Liu - Mechatronics, 2017 - Elsevier
Touch sensing can help robots understand their surrounding environment, and in particular
the objects they interact with. To this end, roboticists have, in the last few decades …

More than a feeling: Learning to grasp and regrasp using vision and touch

R Calandra, A Owens, D Jayaraman… - IEEE Robotics and …, 2018 - ieeexplore.ieee.org
For humans, the process of grasping an object relies heavily on rich tactile feedback. Most
recent robotic grasping work, however, has been based only on visual input, and thus …

Soft biomimetic optical tactile sensing with the TacTip: A review

NF Lepora - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
Reproducing the capabilities of the human sense of touch in machines is an important step
in enabling robot manipulation to have the ease of human dexterity. A combination of robotic …

Hardware technology of vision-based tactile sensor: A review

S Zhang, Z Chen, Y Gao, W Wan, J Shan… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
A vision-based tactile sensor (VBTS) is an innovative optical sensor widely applied in robotic
perception. The VBTS consists of a contact module, an illumination module, and a camera …

Novel tactile sensor technology and smart tactile sensing systems: A review

L Zou, C Ge, ZJ Wang, E Cretu, X Li - Sensors, 2017 - mdpi.com
During the last decades, smart tactile sensing systems based on different sensing
techniques have been developed due to their high potential in industry and biomedical …