Workshop on Perception for Autonomous Driving

A Virtual Workshop at ECCV 2020 (August 23rd)

All videos (invited talks, new competition, accepted papers) are now accessible on the ECCV virtual platform (registration required): https://workshopsandtutorials.eccv2020.eu/papers/subject/perception-for-autonomous-driving/

Abstract

Autonomous Driving (AD) has the potential to revolutionize mobility and bring lasting benefits to society. It is thus at the forefront of AI research and has attracted the attention of both academia and industry. As an example, half of the exhibitions at CVPR 2019 are related to AD. From a Computer Vision perspective, the most relevant task in AD is Perception, i.e. understanding the world around the car. After discussions with both academic researchers and industrial practitioners, we feel that the temporal and multi-modal aspects of perception have been overlooked. Robust tracking and more importantly prediction of movement, for both vehicles and pedestrians, are critical for AD. This issue is particularly acute in dense urban environments, which are heterogeneous multi-agent systems consisting of diverse traffic participants with a great variety of shapes, dynamics, behaviors, and intents.

Workshop highlight & schedule

  • 11 invited talks + 2 Panel discussions and Q&A

  • 1 new competition in motion prediction will be announced

  • 20 accepted paper + 2 Live Q&A sessions

All videos (invited talks, new competition, accepted papers) are accessible on the ECCV virtual platform now (registration required): https://workshopsandtutorials.eccv2020.eu/papers/subject/perception-for-autonomous-driving/. We recommend that you watch them and come to discuss with the speakers and authors!

Schedule

Sunday August 23rd

Session 1: 09:45 - 12:00 UTC+1

  • 09:45 - 09:48 UTC+1 Open remark

  • 09:48 - 10:00 UTC+1 Competition announcement: Motion forecasting for self-driving

  • 10:00 - 11:00 UTC+1 Panel discussion and Q&A with invited speakers (Deva Ramanan, Antonio Lopez, Alexandre Alahi, Wolfram Burgard)

  • 11:00 - 12:00 UTC+1 Paper Q&A

Session 2: 17:45 - 20:00 UTC+1

  • 17:45 - 17:48 UTC+1 Open remark

  • 17:48 - 18:00 UTC+1 Competition announcement: Motion forecasting for self-driving

  • 18:00 - 19:00 UTC+1 Panel discussion and Q&A with invited speakers (Alyssa Pierson, Raquel Urtasun, Urs Muller, Anelia Angelova, Andreas Geiger, Peter Kontschieder, Antonio Lopez)

  • 19:00 - 20:00 UTC+1 Paper Q&A

Speakers

Andreas Geiger

MPI

Alexandre Alahi

EPFL

Antonio Lopez

CVC-UAB

Alyssa Pierson

MIT

Deva Ramanan

Argo AI/CMU

Peter Kontschieder

Mapillary

Alex Kendall

Wayve

Wolfram Burgard

TRI

Anelia Angelova

Google Brain

Raquel Urtasun

University of Toronto, Uber ATG

Urs Muller

NVIDIA

Competition

We will be starting a new competition at the workshop focused on motion prediction:

Abstract: Motion Prediction (ability to predict the future behaviour of detected objects around AV) is quickly becoming the next frontier of AV research. In this session, we will go over the new motion prediction competition starting this week at ECCV and sponsored by Lyft Level 5 with $30k in prizes. Summary: Task: Predict future motion of vehicles around AV Dataset: Lyft Prediction Dataset 2020 Starting: 24th August (tomorrow) Duration: 3 months Prizes: $30k Run at Kaggle Sponsored and organised by Lyft Level 5

Call for Contributions

Interested researchers from both, academia or industry are invited to submit non-anonymous extended abstracts.

Submission information:


Camera-ready submission information:

  • The camera-ready submission will include: (1) main paper, (2) (optional) supplementary material, (3) 3-min video, and (4) the slides for the 3-min video.

  • Main paper: at most "5" pages including references, in a PDF named "PAD-XX.pdf", where XX stands for the paper ID (e.g., 01, 11).

  • Supplementary material: You may upload the supplementary material in a PDF named "PAD-XX-suppl.pdf". There is no limit on the number of pages.

  • 3-min video: mp4 format

  • Slides: in a PDF named "PAD-XX-slides.pdf"

  • Camera-ready versions that do not follow the page limit may not be posted on our website and will not be presented in the workshop.


Presentation:

  • Accepted papers will be presented in a 3-min recorded video and a live Q&A format.

  • Accepted papers will be posted on the website, but there will not be archival proceedings.


Dates

  • Submit by: 23rd July 2020 AoE

  • Notification: 4th August 2020

  • Camera ready: 16th August 2020

  • Workshop: 23rd August 2020

Program Committee

A special thanks to the program committee for making this possible!

Xinchen Yan
Dequan Wang
Li Erran Li
Rowan McAllister
Zhaoen Su
Zhuwen Li

Xiao-Yang Liu
Sebastian Bujwid
Adrien Gaidon
Larry Jackel
Henggang Cui
Weikai Chen

Anthony Tompkins
Hesham Eraqi
Wei-Lun Chao
Peter Ondruska
Jose Alvarez
Yehya Abouelnaga

Sponsors