Easyhec: Accurate and automatic hand-eye calibration via differentiable rendering and space exploration

L Chen, Y Qin, X Zhou, H Su - IEEE Robotics and Automation …, 2023 - ieeexplore.ieee.org
Hand-eye calibration is a critical task in robotics, as it directly affects the efficacy of critical
operations such as manipulation and grasping. Traditional methods for achieving this …

G-SAM: A Robust One-Shot Keypoint Detection Framework for PnP Based Robot Pose Estimation

X Zhong, W Zhu, W Liu, J Yi, C Liu, Z Wu - Journal of Intelligent & Robotic …, 2023 - Springer
Robot pose estimation plays a fundamental role in various applications involving service
and industrial robots. Among the methods used for robot pose estimation from a single …

Continual learning approaches to hand–eye calibration in robots

O Bahadir, JP Siebert, G Aragon-Camarasa - Machine Vision and …, 2024 - Springer
This study addresses the problem of hand–eye calibration in robotic systems by developing
Continual Learning (CL)-based approaches. Traditionally, robots require explicit models to …

Generative Adversarial Networks for Solving Hand-Eye Calibration without Data Correspondence

I Hong, J Ha - arXiv preprint arXiv:2408.05613, 2024 - arxiv.org
In this study, we rediscovered the framework of generative adversarial networks (GANs) as a
solver for calibration problems without data correspondence. When data correspondence is …

Automating Grape Thinning: Predicting Robotic Arm End-effector Positions Using Depth Sensing Technology and Neural Networks

P Buayai, YS Tan, MFB Kamarudzaman… - … on Metrology for …, 2023 - ieeexplore.ieee.org
Grape thinning is a labor-intensive task in viticulture that involves selectively removing grape
clusters to improve overall fruit quality. The integration of robotics and artificial intelligence …

Investigating deep-learning-based solutions for flexible and robust hand-eye calibration in robotics

O Bahadir - 2023 - theses.gla.ac.uk
The cameras are the main sensor for robots to perceive their environments because they
provide high-quality information and their low-cost. However, transforming the information …

[PDF][PDF] EasyHeC++: Fully Automatic Hand-Eye Calibration with Pretrained Image Models

L Chen, K Zheng, Z Hong, X Zhou, H Su - ootts.github.io
Hand-eye calibration plays a fundamental role in robotics by directly influencing the
efficiency of critical operations such as manipulation and grasping. In this work, we present a …