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Ryosuke Araki

3 accepted papers

2021

Iterative Coarse-to-Fine 6D-Pose Estimation Using Back-propagation

IROS 2021poster

We propose a 6D pose estimation method for an object from a single RGB image for a robotic grasping task. Many approaches estimate pose parameters from images taken from other viewpoints and use deep learning to achieve high accuracy. However, most of these methods are not robust to changes in objec…

Cited by 3SourceScholar
2020

MT-DSSD: Deconvolutional Single Shot Detector Using Multi Task Learning for Object Detection, Segmentation, and Grasping Detection

ICRA 2020poster

This paper presents the multi-task Deconvolutional Single Shot Detector (MT-DSSD), which runs three tasks-object detection, semantic object segmentation, and grasping detection for a suction cup-in a single network based on the DSSD. Simultaneous execution of object detection and segmentation by mul…

Cited by 40SourceScholar
2019

Detecting layered structures of partially occluded objects for bin picking

IROS 2019poster

When robots engage in bin picking of multiple objects, a failure in grasping partially occluded objects may occur because other objects may overlap the desired ones. Therefore, the layered structure of objects needs to be detected, and the picking order needs to be established. In this paper, we pro…

Cited by 21SourceScholar