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An Empirical Evaluation of Deep Learning on Highway Driving

An Empirical Evaluation of Deep Learning on Highway Driving

7 April 2015
Brody Huval
Tao Wang
S. Tandon
Jeff Kiske
W. Song
Joel Pazhayampallil
Mykhaylo Andriluka
Pranav Rajpurkar
Toki Migimatsu
Royce Cheng-Yue
Fernando A. Mujica
Adam Coates
A. Ng
ArXivPDFHTML

Papers citing "An Empirical Evaluation of Deep Learning on Highway Driving"

44 / 44 papers shown
Title
GLane3D : Detecting Lanes with Graph of 3D Keypoints
GLane3D : Detecting Lanes with Graph of 3D Keypoints
H. Öztürk
M. E. Kalfaoglu
Ozsel Kilinc
3DPC
42
1
0
31 Mar 2025
Ultra Fast Deep Lane Detection with Hybrid Anchor Driven Ordinal
  Classification
Ultra Fast Deep Lane Detection with Hybrid Anchor Driven Ordinal Classification
Zequn Qin
Pengyi Zhang
Xi Li
22
117
0
15 Jun 2022
Spatial-Temporal-Fusion BNN: Variational Bayesian Feature Layer
Spatial-Temporal-Fusion BNN: Variational Bayesian Feature Layer
Shiye Lei
Zhuozhuo Tu
Leszek Rutkowski
Feng Zhou
Li Shen
Fengxiang He
Dacheng Tao
BDL
23
2
0
12 Dec 2021
Explainable Reinforcement Learning for Broad-XAI: A Conceptual Framework
  and Survey
Explainable Reinforcement Learning for Broad-XAI: A Conceptual Framework and Survey
Richard Dazeley
Peter Vamplew
Francisco Cruz
32
59
0
20 Aug 2021
VIL-100: A New Dataset and A Baseline Model for Video Instance Lane
  Detection
VIL-100: A New Dataset and A Baseline Model for Video Instance Lane Detection
Yujun Zhang
Lei Zhu
Wei Feng
Huazhu Fu
Mingqian Wang
Qingxia Li
Cheng Li
Song Wang
15
51
0
19 Aug 2021
Relative stability toward diffeomorphisms indicates performance in deep
  nets
Relative stability toward diffeomorphisms indicates performance in deep nets
Leonardo Petrini
Alessandro Favero
Mario Geiger
M. Wyart
OOD
38
15
0
06 May 2021
An Evolution of CNN Object Classifiers on Low-Resolution Images
An Evolution of CNN Object Classifiers on Low-Resolution Images
Muhammad Mohsin Kabir
Abu Quwsar Ohi
Md. Saifur Rahman
M. F. Mridha
19
10
0
03 Jan 2021
Multi-modal Experts Network for Autonomous Driving
Multi-modal Experts Network for Autonomous Driving
Shihong Fang
A. Choromańska
MoE
22
5
0
18 Sep 2020
RESA: Recurrent Feature-Shift Aggregator for Lane Detection
RESA: Recurrent Feature-Shift Aggregator for Lane Detection
Tu Zheng
Haoyang Fang
Yi Zhang
Wenjian Tang
Zheng Yang
Haifeng Liu
Deng Cai
35
255
0
31 Aug 2020
Structure-Aware Network for Lane Marker Extraction with Dynamic Vision
  Sensor
Structure-Aware Network for Lane Marker Extraction with Dynamic Vision Sensor
Wensheng Cheng
Haowen Luo
Wen Yang
Lei Yu
Wei Li
31
19
0
14 Aug 2020
Stable Adversarial Learning under Distributional Shifts
Stable Adversarial Learning under Distributional Shifts
Jiashuo Liu
Zheyan Shen
Peng Cui
Linjun Zhou
Kun Kuang
Yangqiu Song
Yishi Lin
OOD
27
30
0
08 Jun 2020
Gen-LaneNet: A Generalized and Scalable Approach for 3D Lane Detection
Gen-LaneNet: A Generalized and Scalable Approach for 3D Lane Detection
Yuliang Guo
Guang Chen
Peitao Zhao
Weide Zhang
Jinghao Miao
Jingao Wang
Tae Eun Choe
3DPC
79
106
0
24 Mar 2020
Analyzing Accuracy Loss in Randomized Smoothing Defenses
Analyzing Accuracy Loss in Randomized Smoothing Defenses
Yue Gao
Harrison Rosenberg
Kassem Fawaz
S. Jha
Justin Hsu
AAML
19
6
0
03 Mar 2020
Lane Boundary Geometry Extraction from Satellite Imagery
Lane Boundary Geometry Extraction from Satellite Imagery
Andi Zang
Runsheng Xu
Zichen Li
D. Doria
32
21
0
06 Feb 2020
Multi-lane Detection Using Instance Segmentation and Attentive Voting
Multi-lane Detection Using Instance Segmentation and Attentive Voting
D. Chang
Vinjohn V. Chirakkal
Shubham Goswami
Munawar Hasan
Taek-Hoon Jung
Jinkeon Kang
S. Kee
Dongkyu Lee
Ajit Pratap Singh
29
18
0
01 Jan 2020
Deep Learning and Control Algorithms of Direct Perception for Autonomous
  Driving
Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving
Der-Hau Lee
Kuan-Lin Chen
Kuan-Han Liou
Chang-Lun Liu
Jinn-Liang Liu
BDL
22
58
0
26 Oct 2019
On Assessing Driver Awareness of Situational Criticalities: Multi-modal
  Bio-sensing and Vision-based Analysis, Evaluations, and Insights
On Assessing Driver Awareness of Situational Criticalities: Multi-modal Bio-sensing and Vision-based Analysis, Evaluations, and Insights
Siddharth Siddharth
Mohan M. Trivedi
30
11
0
30 Sep 2019
A Survey of Autonomous Driving: Common Practices and Emerging
  Technologies
A Survey of Autonomous Driving: Common Practices and Emerging Technologies
Ekim Yurtsever
Jacob Lambert
Alexander Carballo
K. Takeda
37
1,344
0
12 Jun 2019
Vehicle Detection in Deep Learning
Vehicle Detection in Deep Learning
Yao Xiao
15
3
0
29 May 2019
Self-Driving Cars: A Survey
Self-Driving Cars: A Survey
C. Badue
Rânik Guidolini
Raphael V. Carneiro
Pedro Azevedo
Vinicius B. Cardoso
...
T. M. Paixão
Filipe Wall Mutz
Lucas Veronese
Thiago Oliveira-Santos
Alberto F. de Souza
LRM
51
928
0
14 Jan 2019
End to End Video Segmentation for Driving : Lane Detection For
  Autonomous Car
End to End Video Segmentation for Driving : Lane Detection For Autonomous Car
Wenhui Zhang
Tejas Mahale
20
26
0
13 Dec 2018
Evaluating Bayesian Deep Learning Methods for Semantic Segmentation
Evaluating Bayesian Deep Learning Methods for Semantic Segmentation
Jishnu Mukhoti
Y. Gal
UQCV
BDL
33
220
0
30 Nov 2018
LaneNet: Real-Time Lane Detection Networks for Autonomous Driving
LaneNet: Real-Time Lane Detection Networks for Autonomous Driving
Ze Wang
Weiqiang Ren
Qiang Qiu
19
190
0
04 Jul 2018
AGI Safety Literature Review
AGI Safety Literature Review
Tom Everitt
G. Lea
Marcus Hutter
AI4CE
36
115
0
03 May 2018
End-to-End Learning of Driving Models with Surround-View Cameras and
  Route Planners
End-to-End Learning of Driving Models with Surround-View Cameras and Route Planners
Simon Hecker
Dengxin Dai
Luc Van Gool
27
164
0
27 Mar 2018
TBD: Benchmarking and Analyzing Deep Neural Network Training
TBD: Benchmarking and Analyzing Deep Neural Network Training
Hongyu Zhu
Mohamed Akrout
Bojian Zheng
Andrew Pelegris
Amar Phanishayee
Bianca Schroeder
Gennady Pekhimenko
23
80
0
16 Mar 2018
Driving Scene Perception Network: Real-time Joint Detection, Depth
  Estimation and Semantic Segmentation
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation
Liangfu Chen
Ze Yang
J. Ma
Zheng Luo
21
47
0
10 Mar 2018
Towards End-to-End Lane Detection: an Instance Segmentation Approach
Towards End-to-End Lane Detection: an Instance Segmentation Approach
D. Neven
Bert De Brabandere
Stamatios Georgoulis
Marc Proesmans
Luc Van Gool
23
659
0
15 Feb 2018
Deep UQ: Learning deep neural network surrogate models for high
  dimensional uncertainty quantification
Deep UQ: Learning deep neural network surrogate models for high dimensional uncertainty quantification
Rohit Tripathy
Ilias Bilionis
AI4CE
13
403
0
02 Feb 2018
Road Damage Detection Using Deep Neural Networks with Images Captured
  Through a Smartphone
Road Damage Detection Using Deep Neural Networks with Images Captured Through a Smartphone
Hiroya Maeda
Y. Sekimoto
Toshikazu Seto
Takehiro Kashiyama
Hiroshi Omata
25
664
0
29 Jan 2018
End-to-end Multi-Modal Multi-Task Vehicle Control for Self-Driving Cars
  with Visual Perception
End-to-end Multi-Modal Multi-Task Vehicle Control for Self-Driving Cars with Visual Perception
Zhengyuan Yang
Yixuan Zhang
Jerry Yu
Junjie Cai
Jiebo Luo
24
154
0
20 Jan 2018
Spatial As Deep: Spatial CNN for Traffic Scene Understanding
Spatial As Deep: Spatial CNN for Traffic Scene Understanding
Xingang Pan
Jianping Shi
Ping Luo
Xiaogang Wang
Xiaoou Tang
3DPC
29
976
0
17 Dec 2017
FFT-Based Deep Learning Deployment in Embedded Systems
FFT-Based Deep Learning Deployment in Embedded Systems
Sheng Lin
Ning Liu
M. Nazemi
Hongjia Li
Caiwen Ding
Yanzhi Wang
Massoud Pedram
41
52
0
13 Dec 2017
Beyond Grand Theft Auto V for Training, Testing and Enhancing Deep
  Learning in Self Driving Cars
Beyond Grand Theft Auto V for Training, Testing and Enhancing Deep Learning in Self Driving Cars
Mark Martinez
Chawin Sitawarin
Kevin Finch
Lennart Meincke
Alex Yablonski
A. Kornhauser
10
77
0
04 Dec 2017
Self-Normalizing Neural Networks
Self-Normalizing Neural Networks
G. Klambauer
Thomas Unterthiner
Andreas Mayr
Sepp Hochreiter
70
2,483
0
08 Jun 2017
Deep Learning in the Automotive Industry: Applications and Tools
Deep Learning in the Automotive Industry: Applications and Tools
André Luckow
M. Cook
Nathan Ashcraft
Edwin Weill
Emil Djerekarov
Bennie Vorster
14
116
0
30 Apr 2017
Deep Reinforcement Learning framework for Autonomous Driving
Deep Reinforcement Learning framework for Autonomous Driving
Ahmad El-Sallab
Mohammed Abdou
E. Perot
S. Yogamani
29
963
0
08 Apr 2017
On the Robustness of Convolutional Neural Networks to Internal
  Architecture and Weight Perturbations
On the Robustness of Convolutional Neural Networks to Internal Architecture and Weight Perturbations
N. Cheney
Martin Schrimpf
Gabriel Kreiman
OOD
6
45
0
23 Mar 2017
Improving Interpretability of Deep Neural Networks with Semantic
  Information
Improving Interpretability of Deep Neural Networks with Semantic Information
Yinpeng Dong
Hang Su
Jun Zhu
Bo Zhang
27
122
0
12 Mar 2017
End-to-End Deep Reinforcement Learning for Lane Keeping Assist
End-to-End Deep Reinforcement Learning for Lane Keeping Assist
Ahmad El-Sallab
Mohammed Abdou
E. Perot
S. Yogamani
16
175
0
13 Dec 2016
End-to-end Learning of Driving Models from Large-scale Video Datasets
End-to-end Learning of Driving Models from Large-scale Video Datasets
Huazhe Xu
Yang Gao
Feng Yu
Trevor Darrell
44
821
0
04 Dec 2016
Learning from Maps: Visual Common Sense for Autonomous Driving
Learning from Maps: Visual Common Sense for Autonomous Driving
Ari Seff
Jianxiong Xiao
SSL
13
44
0
25 Nov 2016
Shallow Networks for High-Accuracy Road Object-Detection
Shallow Networks for High-Accuracy Road Object-Detection
Khalid Ashraf
Bichen Wu
F. Iandola
Matthew W. Moskewicz
Kurt Keutzer
ObjD
29
53
0
05 Jun 2016
End-to-end people detection in crowded scenes
End-to-end people detection in crowded scenes
Russell Stewart
Mykhaylo Andriluka
16
540
0
16 Jun 2015
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