Pressing and rubbing: physics-informed features facilitate haptic terrain classification for legged robots

L Ding, P Xu, Z Li, R Zhou, H Gao… - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
Non-geometric hazards like sinkage and slipping, correlated to terrain categories, have an
apparent effect on the locomotion of legged robots. Tactile-based terrain classification is a …

Haptr2: Improved haptic transformer for legged robots' terrain classification

M Bednarek, MR Nowicki, K Walas - Robotics and Autonomous Systems, 2022 - Elsevier
The haptic terrain classification is an essential component of a mobile walking robot control
system, ensuring proper gait adaptation to the changing environmental conditions. In …

Indoors traversability estimation with rgb-laser fusion

C Sevastopoulos, M Theofanidis… - 2023 IEEE 19th …, 2023 - ieeexplore.ieee.org
We propose a dual-stream, semi-supervised, attention-based approach that employs feature
fusion of RGB and Laser Range Finder (LRF) modalities. Our method lever-ages the …

Learning an efficient terrain representation for haptic localization of a legged robot

D Sójka, MR Nowicki… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Although haptic sensing has recently been used for legged robot localization in extreme
environments where a camera or LiDAR might fail, the problem of efficiently representing the …

Unsupervised learning of terrain representations for haptic monte carlo localization

M Łysakowski, MR Nowicki, R Buchanan… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Haptic sensing has recently been used effectively for legged robot localization in extreme
scenarios where cam-eras and LiDAR might fail, such as dusty mines and foggy sewers …

Towards Safe Visual Navigation of a Wheelchair Using Landmark Detection

C Sevastopoulos, MZ Zadeh, M Theofanidis, S Acharya… - Technologies, 2023 - mdpi.com
This article presents a method for extracting high-level semantic information through
successful landmark detection using 2D RGB images. In particular, the focus is placed on …

Robotic Terrain Classification with Loss Regularization

SD Kumar, S Tripathi, K Ujjwal… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Locomotion mechanics of legged robots are suitable when pacing through difficult terrains.
Recognising terrains for such robots are important to fully yoke the versatility of their …

Integrated Barometric Pressure Sensors on Legged Robots for Enhanced Tactile Exploration of Edges

T Van Hauwermeiren, A Sianov… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
This letter presents a new tactile sensor that utilizes an array of barometric pressure sensors
encased in a deformable rubber sphere. Designed as an end effector foot of the legged …

Integrating Reconfigurable Foot Design, Multi-modal Contact Sensing, and Terrain Classification for Bipedal Locomotion

T Tyler, V Malhotra, A Montague, Z Zhao… - IFAC-PapersOnLine, 2023 - Elsevier
The ability of bipedal robots to adapt to diverse and unstructured terrain conditions is crucial
for their deployment in real-world environments. To this end, we present a novel, bio …

Transformer Based Tissue Classification in Robotic Needle Biopsy

F Wang, Y Cheng, SS Mukherjee, R Bhargava… - arXiv preprint arXiv …, 2024 - arxiv.org
Image-guided minimally invasive robotic surgery is commonly employed for tasks such as
needle biopsies or localized therapies. However, the nonlinear deformation of various tissue …