Grasping / Learning

grasping1

Description

Nowadays, image treatment is one of the biggest barriers in robotics. Some aspects that are simply a priori for individuals (like object discrimination), are not so obvious when treating them using computers.

The problem arises when associating points belonging to the same object. Our brain does this process automatically, but it is not so clear when we try to do it digitally. The machine cannot identify the environment as a set of elements but as a set of unrelated pixels.

Following this line of argument, we want to design algorithm that find/identify/recognize the human hand and segmentate it. Once the segmentation is done, we discriminate among its physiological elements (palm and fingers), and the hand can be represented graphically in real-time when gesturing.

The final goal is to teach the robot to manipulate objects without human interaction.

Entries:
Towards Robot Imagination Through Object Feature Inference
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2013)., 2013, Tokyo, Japan
Juan G. Victores S. Morante A. Jardon
On Using Humanoid Robot Imagination to Perform the Shortened Token Test
IEEE RAS International Conference on Humanoid Robots (Humanoids 2014), 2014, Madrid, Spain
Juan G. Victores S. Morante A. Jardon
Semantic Action Parameter Inference through Machine Learning Methods
RoboCity2030 12th Workshop: Robótica Cognitiva, 2013, Madrid, Spain
Juan G. Victores S. Morante A. Jardon

Entries:
Robocity16 Open Conference on Future Trends in Robotics
chapter: New trends and challenges in the automatic generation of new tasks for humanoid robots CSIC , ISBN: 978-84-608-8452-1, 2016
R. Fernandez-Fernandez Juan G. Victores C. Balaguer
Robocity16 Open Conference on Future Trends in Robotics
chapter: New trends and challenges in the automatic generation of new tasks for humanoid robots CSIC , ISBN: ISBN: 978-84-608-8452-1, 2016
R. Fernandez-Fernandez Juan G. Victores C. Balaguer

Entries:
Robot Imagination System
Universidad Carlos III de Madrid , 2014
Juan G. Victores

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