Cloud-Based Competitions and Benchmarks for Robotic Manipulation and Grasping
Summary
In recent years, competitions for robotic manipulation and grasping have drawn great interest from both academia and industry, such as "Amazon Picking Challenge", "Robotic Grasping and Manipulation Competition", and "Open Cloud Robot Table Organization Challenge". In addition, several benchmarks have also been proposed to help researchers better evaluate their algorithms. Some of them are based on simulators, and some are hardware benchmarks. Benchmarks use standardized testing protocol and task settings to evaluate the results of different researchers in the same way.
In this workshop, we will talk about existing benchmarks and competitions for various manipulation problems including robotic grasping, dexterous manipulation, non-prehensile manipulation, and so on. These benchmarks are composed via a close collaboration of experts in the related sub-fields. The experiences gained in the development process will also be discussed in panels for providing guidelines and inspiration for upcoming benchmarks in robotics. In addition, we will introduce a new benchmark with cloud robots, "OCRTOC benchmark" and provide a tutorial. After that, several extended abstracts will be presented to show the newest development in this field.
This workshop will be held in conjunction with ICRA 2021 and will be held online using Zoom:https://zoom.com.cn/j/86082490183
Important dates
The used time zone is Pacific Time.
10.Apr.2021: Submission deadline for abstract
01.May.2021: Announcement of acceptance
10.May.2021: Camera ready
20.May.2021: Finalization of workshop program
04.June.2021: Workshop (online)
Program
Invited Talks
08:00 - 08:05 Organizer's introduction
Speaker: Ping Tan, Simon Fraser University & Alibaba
08:05 - 08:25 Graph-Based Spatial AI
Speaker: Andrew Davison, Imperial College London
08:25 - 08:45 Learning Dexterous Manipulation on Real Robots in the Cloud - Results from the Real Robot Challenge 2020
Speaker: Manuel Withrich and Stefan Bauer, Max Planck Institute for Intelligent Systems
08:45 - 09:05 Certified Grasping
Speaker: Alberto Rodriguez, Massachusetts Institute of Technology
09:15 - 09:35 Potentials and Pitfalls for Benchmarking Deformable Object Manipulation
Speaker: Dmitry Berenson, University of Michigan
09:35 - 09:55 3D simulation for embodied AI: emerging research directions
Speaker: Manolis Savva, Simon Fraser University
09:55 - 10:15 Remote Experimentation of Manipulation for Online Test and Evaluation
Speaker: Adam Norton, University of Massachusetts Lowell
10:25 - 10:45 Summary of recent competitions
Speaker: Yu Sun (USF), Maximo A. Roa (DLR), Berk Calli (WPI), Joe Falco (NIST)
10:45 - 11:30 Panel discussion
Moderator: Hao Su, UC San Diego
11:50 - 12:20 OCRTOC: A Cloud-Based Competition and Benchmark for Robotic Grasping and Manipulation
Speaker: Ziyuan Liu (Alibaba),
12:20 - 13:10 OCRTOC 2021 tutorial
Speaker: Minghao Gou (SJTU & Alibaba)
Video will be provided later
Workshop Papers
13:10 - 13:20 Tabletop Object Rearrangement: Team ACRV’s Entry to OCRTOC
Zheyu Zhang, Rhys Newbury, Kerry He, Steven Martin, Gavin Suddrey, Jun Kwan, Peter Corke, Akansel Cosgun
Paper: https://drive.google.com/file/d/1Gb7Sfx9Af6VBqE4AwnasXzUVNMIG349V/view?usp=sharing
13:20 - 13:30 Benchmarking Robotic Manipulation via Activities of Daily Living: Towards a SHAP Test Inspired Benchmark
Saurabh Gupta, Craig D. Miller, Zisu Dong, Berk Calli, Vikash Kumar, David Held, Abhinav Gupta
Paper: https://drive.google.com/file/d/1GgGgCiMa6lhxfsNkxNFEIFyBPCsrq5Vf/view?usp=sharing
13:30 - 13:40 RGB-D Object Segmentation for Multi-Step Pick-and-Place in Open Cloud Robot Table Organization Challenge
Chao Yang, Chengliang Zhong, Fuchun Sun, Mingxuan Jing, Yu Luo, Tianying Ji, Yikai Wang, Wenbing Huang
Paper: https://drive.google.com/file/d/1GcnG6wcqDOUcCAS04D-IGBh_8hDzyYyx/view?usp=sharing
13:40 - 13:50 AnyGrasp: Achieving Human-Level Grasping in Clutter
Hao-Shu Fang, Chegnxi Wang, Minghao Gou, Jirong Liu, Cewu Lu
Paper: https://drive.google.com/file/d/1GoyYXvlK2-hHryKGAyXW5oVBvHnDKZcL/view?usp=sharing
Challenge organizers
Wei Liu
Alibaba
Yuzhe Qin
UCSD
Minghao Gou
SJTU
Fanbo Xiang
UCSD
Shitao Tang
SFU
Zeguo Yang
Alibaba
Galen Brown
WPI
Juan Ricardo Wilches Cortina
USF
Songyan Xin
UOE
Adheesh Shenoy
USF
Cewu Lu
SJTU
Ziyuan Liu
Alibaba
Workshop organizers
Ping Tan
SFU & Alibaba
Yu Sun
USF
Hao Su
UCSD
Berk Calli
WPI
Ziyuan Liu
Alibaba
Maximo A. Roa
DLR
Call for abstracts
We invite interested authors to submit extended abstracts (2 pages) of relevant works. Accepted abstracts will be posted on the workshop website but will NOT be included in the official IEEE proceedings. Authors of accepted abstracts will be invited to present their works during the workshop.
All submissions should be in the form of a single PDF in ICRA format (LaTex or Word). The submission is done using Microsoft CMT portal (Submission).
Topics of interest include, but are not limited to:
Grasping
Motion planning
Object pose estimation
Manipulation
Benchmarks or competitions
Datasets related to robotic manipulation and grasping
Contact
For further questions please send an email to info@ocrtoc.org