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Driving Policy Transfer via Modularity and Abstraction

Driving Policy Transfer via Modularity and Abstraction

25 April 2018
Matthias Muller
Alexey Dosovitskiy
Guohao Li
V. Koltun
ArXivPDFHTML

Papers citing "Driving Policy Transfer via Modularity and Abstraction"

50 / 62 papers shown
Title
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models
Jiang Zhang
Rohan Sequeira
Konstantinos Psounis
SyDa
78
0
0
05 Mar 2025
Flex: End-to-End Text-Instructed Visual Navigation from Foundation Model Features
Flex: End-to-End Text-Instructed Visual Navigation from Foundation Model Features
Makram Chahine
Alex Quach
Alaa Maalouf
Tsun-Hsuan Wang
Daniela Rus
26
0
0
16 Oct 2024
Vision Transformers for End-to-End Vision-Based Quadrotor Obstacle Avoidance
Vision Transformers for End-to-End Vision-Based Quadrotor Obstacle Avoidance
Anish Bhattacharya
Nishanth Rao
Dhruv Parikh
Pratik Kunapuli
Nikolai Matni
Vijay R. Kumar
Nikolai Matni
Vijay Kumar
71
6
0
16 May 2024
Towards learning-based planning:The nuPlan benchmark for real-world
  autonomous driving
Towards learning-based planning:The nuPlan benchmark for real-world autonomous driving
Napat Karnchanachari
Dimitris Geromichalos
Kok Seang Tan
Nanxiang Li
Christopher Eriksen
...
N. Mehdipour
Gianmarco Bernasconi
Whye Kit Fong
Yiluan Guo
Holger Caesar
37
31
0
07 Mar 2024
Learning to Drive Anywhere
Learning to Drive Anywhere
Ruizhao Zhu
Peng Huang
Eshed Ohn-Bar
Venkatesh Saligrama
42
6
0
21 Sep 2023
Synfeal: A Data-Driven Simulator for End-to-End Camera Localization
Synfeal: A Data-Driven Simulator for End-to-End Camera Localization
Daniel Coelho
Miguel Oliveira
Paulo Dias
24
0
0
29 May 2023
Learning Agile, Vision-based Drone Flight: from Simulation to Reality
Learning Agile, Vision-based Drone Flight: from Simulation to Reality
Davide Scaramuzza
Elia Kaufmann
36
3
0
09 Apr 2023
Virtual Guidance as a Mid-level Representation for Navigation with Augmented Reality
Virtual Guidance as a Mid-level Representation for Navigation with Augmented Reality
Hsuan-Kung Yang
Tsung-Chih Chiang
Tingxin Liu
Chun-Wei Huang
Jou-Min Liu
Tsu-Ching Hsiao
Chun-Yi Lee
28
1
0
05 Mar 2023
Hierarchical Generative Adversarial Imitation Learning with Mid-level
  Input Generation for Autonomous Driving on Urban Environments
Hierarchical Generative Adversarial Imitation Learning with Mid-level Input Generation for Autonomous Driving on Urban Environments
Gustavo Claudio Karl Couto
Eric A. Antonelo
GAN
30
6
0
09 Feb 2023
ADAPT: Action-aware Driving Caption Transformer
ADAPT: Action-aware Driving Caption Transformer
Bu Jin
Xinyi Liu
Yupeng Zheng
Pengfei Li
Hao Zhao
Tong Zhang
Yuhang Zheng
Guyue Zhou
Jingjing Liu
25
69
0
01 Feb 2023
Learning Robotic Navigation from Experience: Principles, Methods, and
  Recent Results
Learning Robotic Navigation from Experience: Principles, Methods, and Recent Results
Sergey Levine
Dhruv Shah
SSL
37
21
0
13 Dec 2022
Navigating to Objects in the Real World
Navigating to Objects in the Real World
Théophile Gervet
Soumith Chintala
Dhruv Batra
Jitendra Malik
Devendra Singh Chaplot
41
122
0
02 Dec 2022
PlanT: Explainable Planning Transformers via Object-Level
  Representations
PlanT: Explainable Planning Transformers via Object-Level Representations
Katrin Renz
Kashyap Chitta
Otniel-Bogdan Mercea
A. Sophia Koepke
Zeynep Akata
Andreas Geiger
ViT
36
94
0
25 Oct 2022
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in
  Interactive Autonomous Driving Agents
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving Agents
Ziqiao Ma
B. VanDerPloeg
Cristian-Paul Bara
Yidong Huang
Eui-In Kim
Felix Gervits
M. Marge
J. Chai
63
7
0
22 Oct 2022
Hierarchical Model-Based Imitation Learning for Planning in Autonomous
  Driving
Hierarchical Model-Based Imitation Learning for Planning in Autonomous Driving
Eli Bronstein
Mark Palatucci
Dominik Notz
Brandyn White
Alex Kuefler
...
Punit Shah
Evan Racah
Benjamin Frenkel
Shimon Whiteson
Drago Anguelov
45
58
0
18 Oct 2022
Vision-based Perimeter Defense via Multiview Pose Estimation
Vision-based Perimeter Defense via Multiview Pose Estimation
Elijah S. Lee
Giuseppe Loianno
Dinesh Jayaraman
Vijay R. Kumar
AAML
18
2
0
25 Sep 2022
This is the Way: Differential Bayesian Filtering for Agile Trajectory
  Synthesis
This is the Way: Differential Bayesian Filtering for Agile Trajectory Synthesis
Trent Weiss
Madhur Behl
31
1
0
15 Jul 2022
On the Choice of Data for Efficient Training and Validation of
  End-to-End Driving Models
On the Choice of Data for Efficient Training and Validation of End-to-End Driving Models
Marvin Klingner
Konstantin Müller
Mona Mirzaie
Jasmin Breitenstein
Jan-Aike Termöhlen
Tim Fingscheidt
25
4
0
01 Jun 2022
Bridging Sim2Real Gap Using Image Gradients for the Task of End-to-End
  Autonomous Driving
Bridging Sim2Real Gap Using Image Gradients for the Task of End-to-End Autonomous Driving
U. R. Nair
Sarthak Sharma
Udit Singh Parihar
M. S. Menon
Srikanth Vidapanakal
18
3
0
16 May 2022
SelfD: Self-Learning Large-Scale Driving Policies From the Web
SelfD: Self-Learning Large-Scale Driving Policies From the Web
Jimuyang Zhang
Ruizhao Zhu
Eshed Ohn-Bar
19
20
0
21 Apr 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed
  Machine Learning
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning
Chuizheng Meng
Sungyong Seo
Defu Cao
Sam Griesemer
Yan Liu
PINN
AI4CE
42
57
0
31 Mar 2022
Quantity over Quality: Training an AV Motion Planner with Large Scale
  Commodity Vision Data
Quantity over Quality: Training an AV Motion Planner with Large Scale Commodity Vision Data
Lukas Platinsky
Tayyab Naseer
Hui Chen
Benjamin A. Haines
Haoyue Zhu
Hugo Grimmett
Luca Del Pero
29
1
0
03 Mar 2022
Improving Robustness of Deep Neural Networks for Aerial Navigation by
  Incorporating Input Uncertainty
Improving Robustness of Deep Neural Networks for Aerial Navigation by Incorporating Input Uncertainty
F. Arnez
H. Espinoza
A. Radermacher
F. Terrier
UQCV
19
7
0
26 Oct 2021
Learning High-Speed Flight in the Wild
Learning High-Speed Flight in the Wild
Antonio Loquercio
Elia Kaufmann
René Ranftl
Matthias Muller
V. Koltun
Davide Scaramuzza
40
286
0
11 Oct 2021
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning
  to Segment Driveability in Egocentric Images
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images
Galadrielle Humblot-Renaux
Letizia Marchegiani
T. Moeslund
Rikke Gade
SSeg
EgoV
34
14
0
15 Sep 2021
Learning to Navigate Sidewalks in Outdoor Environments
Learning to Navigate Sidewalks in Outdoor Environments
Maks Sorokin
Jie Tan
Karen Liu
Sehoon Ha
26
41
0
12 Sep 2021
Hierarchical Representations and Explicit Memory: Learning Effective
  Navigation Policies on 3D Scene Graphs using Graph Neural Networks
Hierarchical Representations and Explicit Memory: Learning Effective Navigation Policies on 3D Scene Graphs using Graph Neural Networks
Zachary Ravichandran
Lisa Peng
Nathan Hughes
J. D. Griffith
Luca Carlone
37
68
0
02 Aug 2021
Learned Visual Navigation for Under-Canopy Agricultural Robots
Learned Visual Navigation for Under-Canopy Agricultural Robots
A. N. Sivakumar
Sahil Modi
M. V. Gasparino
Che Ellis
A. E. B. Velasquez
Girish Chowdhary
Saurabh Gupta
30
49
0
06 Jul 2021
Hierarchically Integrated Models: Learning to Navigate from
  Heterogeneous Robots
Hierarchically Integrated Models: Learning to Navigate from Heterogeneous Robots
Katie Kang
G. Kahn
Sergey Levine
37
5
0
24 Jun 2021
Learning by Watching
Learning by Watching
Jimuyang Zhang
Eshed Ohn-Bar
EgoV
35
33
0
10 Jun 2021
Deep Structured Reactive Planning
Deep Structured Reactive Planning
Jerry Liu
Wenyuan Zeng
R. Urtasun
Ersin Yumer
74
30
0
18 Jan 2021
End-to-end Interpretable Neural Motion Planner
End-to-end Interpretable Neural Motion Planner
Wenyuan Zeng
Wenjie Luo
Simon Suo
Abbas Sadat
Binh Yang
Sergio Casas
R. Urtasun
3DV
25
399
0
17 Jan 2021
LookOut: Diverse Multi-Future Prediction and Planning for Self-Driving
LookOut: Diverse Multi-Future Prediction and Planning for Self-Driving
Alexander Cui
Sergio Casas
Abbas Sadat
Renjie Liao
R. Urtasun
111
126
0
16 Jan 2021
Explainability of deep vision-based autonomous driving systems: Review
  and challenges
Explainability of deep vision-based autonomous driving systems: Review and challenges
Éloi Zablocki
H. Ben-younes
P. Pérez
Matthieu Cord
XAI
37
169
0
13 Jan 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey
Semantics for Robotic Mapping, Perception and Interaction: A Survey
Sourav Garg
Niko Sünderhauf
Feras Dayoub
D. Morrison
Akansel Cosgun
...
Tat-Jun Chin
Ian Reid
Stephen Gould
Peter Corke
Michael Milford
24
115
0
02 Jan 2021
Occupancy Anticipation for Efficient Exploration and Navigation
Occupancy Anticipation for Efficient Exploration and Navigation
Santhosh Kumar Ramakrishnan
Ziad Al-Halah
Kristen Grauman
EgoV
3DPC
22
161
0
21 Aug 2020
Perceive, Predict, and Plan: Safe Motion Planning Through Interpretable
  Semantic Representations
Perceive, Predict, and Plan: Safe Motion Planning Through Interpretable Semantic Representations
Abbas Sadat
Sergio Casas
Mengye Ren
Xinyu Wu
Pranaab Dhawan
R. Urtasun
3DV
35
191
0
13 Aug 2020
Reinforcement Learning based Control of Imitative Policies for
  Near-Accident Driving
Reinforcement Learning based Control of Imitative Policies for Near-Accident Driving
Zhangjie Cao
Erdem Biyik
Woodrow Z. Wang
Allan Raventos
Adrien Gaidon
Guy Rosman
Dorsa Sadigh
31
65
0
01 Jul 2020
Deep Drone Acrobatics
Deep Drone Acrobatics
Elia Kaufmann
Antonio Loquercio
René Ranftl
Matthias Muller
V. Koltun
Davide Scaramuzza
30
148
0
10 Jun 2020
Probabilistic End-to-End Vehicle Navigation in Complex Dynamic
  Environments with Multimodal Sensor Fusion
Probabilistic End-to-End Vehicle Navigation in Complex Dynamic Environments with Multimodal Sensor Fusion
Peide Cai
Sukai Wang
Yuxiang Sun
Ming-Yu Liu
38
70
0
05 May 2020
Visual Navigation Among Humans with Optimal Control as a Supervisor
Visual Navigation Among Humans with Optimal Control as a Supervisor
Varun Tolani
Somil Bansal
Aleksandra Faust
Claire Tomlin
17
39
0
20 Mar 2020
A Survey of End-to-End Driving: Architectures and Training Methods
A Survey of End-to-End Driving: Architectures and Training Methods
Ardi Tampuu
Maksym Semikin
Naveed Muhammad
D. Fishman
Tambet Matiisen
3DV
23
228
0
13 Mar 2020
Reinforced active learning for image segmentation
Reinforced active learning for image segmentation
Arantxa Casanova
Pedro H. O. Pinheiro
Negar Rostamzadeh
C. Pal
21
108
0
16 Feb 2020
Learning Functionally Decomposed Hierarchies for Continuous Control
  Tasks with Path Planning
Learning Functionally Decomposed Hierarchies for Continuous Control Tasks with Path Planning
Sammy Christen
Lukás Jendele
Emre Aksan
Otmar Hilliges
OffRL
22
25
0
14 Feb 2020
Learning to Move with Affordance Maps
Learning to Move with Affordance Maps
William Qi
Ravi Teja Mullapudi
Saurabh Gupta
Deva Ramanan
24
35
0
08 Jan 2020
Learning by Cheating
Learning by Cheating
Dian Chen
Brady Zhou
V. Koltun
Philipp Krahenbuhl
SSL
47
503
0
27 Dec 2019
A Survey of Deep Learning Applications to Autonomous Vehicle Control
A Survey of Deep Learning Applications to Autonomous Vehicle Control
Sampo Kuutti
Richard Bowden
Yaochu Jin
P. Barber
Saber Fallah
33
506
0
23 Dec 2019
SAM: Squeeze-and-Mimic Networks for Conditional Visual Driving Policy
  Learning
SAM: Squeeze-and-Mimic Networks for Conditional Visual Driving Policy Learning
Albert Zhao
Tong He
Yitao Liang
Haibin Huang
Guy Van den Broeck
Stefano Soatto
17
16
0
06 Dec 2019
Learning 3D-aware Egocentric Spatial-Temporal Interaction via Graph
  Convolutional Networks
Learning 3D-aware Egocentric Spatial-Temporal Interaction via Graph Convolutional Networks
Chengxi Li
Yue Meng
Stanley H. Chan
Yi-Ting Chen
GNN
16
61
0
20 Sep 2019
Situational Fusion of Visual Representation for Visual Navigation
Situational Fusion of Visual Representation for Visual Navigation
Bokui (William) Shen
Danfei Xu
Yuke Zhu
Leonidas J. Guibas
Fei-Fei Li
Silvio Savarese
SSL
22
62
0
24 Aug 2019
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