Autonomous Driving


The ApolloScape Dataset for Autonomous Driving
Xinyu Huang,
Xinjing Cheng,
Qichuan Geng,
Binbin Cao,
Dingfu Zhou,
Peng Wang,
Yuanqing Lin,
Ruigang Yang
[pdf] [arXiv]
[bibtex]
@InProceedings{Huang_2018_CVPR_Workshops,
author = {Huang, Xinyu and Cheng, Xinjing and Geng, Qichuan and Cao, Binbin and Zhou, Dingfu and Wang, Peng and Lin, Yuanqing and Yang, Ruigang},
title = {The ApolloScape Dataset for Autonomous Driving},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Scene Understanding Networks for Autonomous Driving Based on Around View Monitoring System
Jeong Yeol Baek,
Ioana Veronica Chelu,
Livia Iordache,
Vlad Paunescu,
HyunJoo Ryu,
Alexandru Ghiuta,
Andrei Petreanu,
YunSung Soh,
Andrei Leica,
ByeongMoon Jeon
[pdf] [arXiv]
[bibtex]
@InProceedings{Baek_2018_CVPR_Workshops,
author = {Yeol Baek, Jeong and Veronica Chelu, Ioana and Iordache, Livia and Paunescu, Vlad and Ryu, HyunJoo and Ghiuta, Alexandru and Petreanu, Andrei and Soh, YunSung and Leica, Andrei and Jeon, ByeongMoon},
title = {Scene Understanding Networks for Autonomous Driving Based on Around View Monitoring System},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Training Deep Networks With Synthetic Data: Bridging the Reality Gap by Domain Randomization
Jonathan Tremblay,
Aayush Prakash,
David Acuna,
Mark Brophy,
Varun Jampani,
Cem Anil,
Thang To,
Eric Cameracci,
Shaad Boochoon,
Stan Birchfield
[pdf] [arXiv]
[bibtex]
@InProceedings{Tremblay_2018_CVPR_Workshops,
author = {Tremblay, Jonathan and Prakash, Aayush and Acuna, David and Brophy, Mark and Jampani, Varun and Anil, Cem and To, Thang and Cameracci, Eric and Boochoon, Shaad and Birchfield, Stan},
title = {Training Deep Networks With Synthetic Data: Bridging the Reality Gap by Domain Randomization},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

On the Iterative Refinement of Densely Connected Representation Levels for Semantic Segmentation
Arantxa Casanova,
Guillem Cucurull,
Michal Drozdzal,
Adriana Romero,
Yoshua Bengio
[pdf] [arXiv]
[bibtex]
@InProceedings{Casanova_2018_CVPR_Workshops,
author = {Casanova, Arantxa and Cucurull, Guillem and Drozdzal, Michal and Romero, Adriana and Bengio, Yoshua},
title = {On the Iterative Refinement of Densely Connected Representation Levels for Semantic Segmentation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Minimizing Supervision for Free-Space Segmentation
Satoshi Tsutsui,
Tommi Kerola,
Shunta Saito,
David J. Crandall
[pdf] [arXiv]
[bibtex]
@InProceedings{Tsutsui_2018_CVPR_Workshops,
author = {Tsutsui, Satoshi and Kerola, Tommi and Saito, Shunta and Crandall, David J.},
title = {Minimizing Supervision for Free-Space Segmentation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Error Correction for Dense Semantic Image Labeling
Yu-Hui Huang,
Xu Jia,
Stamatios Georgoulis,
Tinne Tuytelaars,
Luc Van Gool
[pdf] [arXiv]
[bibtex]
@InProceedings{Huang_2018_CVPR_Workshops,
author = {Huang, Yu-Hui and Jia, Xu and Georgoulis, Stamatios and Tuytelaars, Tinne and Van Gool, Luc},
title = {Error Correction for Dense Semantic Image Labeling},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

On the Importance of Stereo for Accurate Depth Estimation: An Efficient Semi-Supervised Deep Neural Network Approach
Nikolai Smolyanskiy,
Alexey Kamenev,
Stan Birchfield
[pdf] [arXiv]
[bibtex]
@InProceedings{Smolyanskiy_2018_CVPR_Workshops,
author = {Smolyanskiy, Nikolai and Kamenev, Alexey and Birchfield, Stan},
title = {On the Importance of Stereo for Accurate Depth Estimation: An Efficient Semi-Supervised Deep Neural Network Approach},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Accurate Deep Direct Geo-Localization From Ground Imagery and Phone-Grade GPS
Shaohui Sun,
Ramesh Sarukkai,
Jack Kwok,
Vinay Shet
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Sun_2018_CVPR_Workshops,
author = {Sun, Shaohui and Sarukkai, Ramesh and Kwok, Jack and Shet, Vinay},
title = {Accurate Deep Direct Geo-Localization From Ground Imagery and Phone-Grade GPS},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Efficient and Safe Vehicle Navigation Based on Driver Behavior Classification
Ernest Cheung,
Aniket Bera,
Dinesh Manocha
[pdf]
[bibtex]
@InProceedings{Cheung_2018_CVPR_Workshops,
author = {Cheung, Ernest and Bera, Aniket and Manocha, Dinesh},
title = {Efficient and Safe Vehicle Navigation Based on Driver Behavior Classification},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Detection of Distracted Driver Using Convolutional Neural Network
Bhakti Baheti,
Suhas Gajre,
Sanjay Talbar
[pdf]
[bibtex]
@InProceedings{Baheti_2018_CVPR_Workshops,
author = {Baheti, Bhakti and Gajre, Suhas and Talbar, Sanjay},
title = {Detection of Distracted Driver Using Convolutional Neural Network},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Classifying Group Emotions for Socially-Aware Autonomous Vehicle Navigation
Aniket Bera,
Tanmay Randhavane,
Austin Wang,
Dinesh Manocha,
Emily Kubin,
Kurt Gray
[pdf]
[bibtex]
@InProceedings{Bera_2018_CVPR_Workshops,
author = {Bera, Aniket and Randhavane, Tanmay and Wang, Austin and Manocha, Dinesh and Kubin, Emily and Gray, Kurt},
title = {Classifying Group Emotions for Socially-Aware Autonomous Vehicle Navigation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

AutonoVi-Sim: Autonomous Vehicle Simulation Platform With Weather, Sensing, and Traffic Control
Andrew Best,
Sahil Narang,
Lucas Pasqualin,
Daniel Barber,
Dinesh Manocha
[pdf]
[bibtex]
@InProceedings{Best_2018_CVPR_Workshops,
author = {Best, Andrew and Narang, Sahil and Pasqualin, Lucas and Barber, Daniel and Manocha, Dinesh},
title = {AutonoVi-Sim: Autonomous Vehicle Simulation Platform With Weather, Sensing, and Traffic Control},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Learning Hierarchical Models for Class-Specific Reconstruction From Natural Data
Arun CS Kumar,
Suchendra M. Bhandarkar,
Mukta Prasad
[pdf]
[bibtex]
@InProceedings{Kumar_2018_CVPR_Workshops,
author = {CS Kumar, Arun and Bhandarkar, Suchendra M. and Prasad, Mukta},
title = {Learning Hierarchical Models for Class-Specific Reconstruction From Natural Data},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Subset Replay Based Continual Learning for Scalable Improvement of Autonomous Systems
Pratik Prabhanjan Brahma,
Adrienne Othon
[pdf]
[bibtex]
@InProceedings{Brahma_2018_CVPR_Workshops,
author = {Prabhanjan Brahma, Pratik and Othon, Adrienne},
title = {Subset Replay Based Continual Learning for Scalable Improvement of Autonomous Systems},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}