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Tonci Novkovic

5 accepted papers

2020

Object Finding in Cluttered Scenes Using Interactive Perception

ICRA 2020poster

Object finding in clutter is a skill that requires perception of the environment and in many cases physical interaction. In robotics, interactive perception defines a set of algorithms that leverage actions to improve the perception of the environment, and vice versa use perception to guide the next…

Cited by 87SourceScholar
2019

Comparing Task Simplifications to Learn Closed-Loop Object Picking Using Deep Reinforcement Learning

RA-L 2019

Enabling autonomous robots to interact in unstructured environments with dynamic objects requires manipulation capabilities that can deal with clutter, changes, and objects' variability. This letter presents a comparison of different reinforcement learning-based approaches for object picking with a

Cited by 52SourceScholar
2019

Volumetric Instance-Aware Semantic Mapping and 3D Object Discovery

RA-L 2019

To autonomously navigate and plan interactions in real-world environments, robots require the ability to robustly perceive and map complex, unstructured surrounding scenes. Besides building an internal representation of the observed scene geometry, the key insight toward a truly functional understan

Cited by 255SourcecodeScholar
2018

Incremental Object Database: Building 3D Models from Multiple Partial Observations

IROS 2018poster

Collecting 3D object data sets involves a large amount of manual work and is time consuming. Getting complete models of objects either requires a 3D scanner that covers all the surfaces of an object or one needs to rotate it to completely observe it. We present a system that incrementally builds a d…

Cited by 48SourceScholar
2017

Aerial picking and delivery of magnetic objects with MAVs

ICRA 2017poster

Autonomous delivery of goods using a Micro Air Vehicle (MAV) is a difficult problem, as it poses high demand on the MAV's control, perception and manipulation capabilities. This problem is especially challenging if the exact shape, location and configuration of the objects are unknown. In this paper…

Cited by 101SourceScholar