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Xiaoyi Gu

5 accepted papers

2023

RGI: robust GAN-inversion for mask-free image inpainting and unsupervised pixel-wise anomaly detection

ICLR 2023poster

Generative adversarial networks (GANs), trained on a large-scale image dataset, can be a good approximator of the natural image manifold. GAN-inversion, using a pre-trained generator as a deep generative prior, is a promising tool for image restoration under corruptions. However, the performance of…

Cited by 13SourcePDFScholar
2021

A Miniature Manipulator With Variable Stiffness Towards Minimally Invasive Transluminal Endoscopic Surgery

RA-L 2021

This letter presents a miniature manipulator with variable stiffness towards minimally invasive transluminal endoscopic surgery, such as the endoscopic submucosal dissection (ESD). The manipulator comprises hollow modules with holes in the sidewall, compact with a 4 mm diameter, and dexterous with s

Cited by 42SourceScholar
2021

Magnetically-Connected Modular Reconfigurable Mini-robotic System with Bilateral Isokinematic Mapping and Fast On-site Assembly towards Minimally Invasive Procedures

ICRA 2021poster

This paper presents a modular and reconfigurable mini-robotic system with 5 degrees of freedom (DoFs) towards minimally invasive surgery (MIS). The mini-robotic system consists of two modules, a 2-DoFs rotational end-effector, and a 3-DoFs positioning platform. The 2-DoFs rotational end-effector is…

Cited by 4SourceScholar
2019

Statistical Analysis of Nearest Neighbor Methods for Anomaly Detection

NeurIPS 2019poster

Nearest-neighbor (NN) procedures are well studied and widely used in both supervised and unsupervised learning problems. In this paper we are concerned with investigating the performance of NN-based methods for anomaly detection. We first show through extensive simulations that NN methods compare fa…

2019

Transcend Anthropomorphic Robotic Grasping With Modular Antagonistic Mechanisms and Adhesive Soft Modulations

RA-L 2019

This letter presents a robotic hand with modular antagonistic fingers and adhesive soft modulations for general purposes with grasping and manipulation capabilities. The anthropomorphic design includes the hand-like configuration, modular antagonistic fingers, soft modulations, compliant joints, and

Cited by 14SourceScholar