Embedded Vision


A Comparative Study of Real-Time Semantic Segmentation for Autonomous Driving
Mennatullah Siam,
Mostafa Gamal,
Moemen Abdel-Razek,
Senthil Yogamani,
Martin Jagersand,
Hong Zhang
[pdf]
[bibtex]
@InProceedings{Siam_2018_CVPR_Workshops,
author = {Siam, Mennatullah and Gamal, Mostafa and Abdel-Razek, Moemen and Yogamani, Senthil and Jagersand, Martin and Zhang, Hong},
title = {A Comparative Study of Real-Time Semantic Segmentation for Autonomous Driving},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Efficient Semantic Segmentation Using Gradual Grouping
Nikitha Vallurupalli,
Sriharsha Annamaneni,
Girish Varma,
C.V. Jawahar,
Manu Mathew,
Soyeb Nagori
[pdf] [arXiv]
[bibtex]
@InProceedings{Vallurupalli_2018_CVPR_Workshops,
author = {Vallurupalli, Nikitha and Annamaneni, Sriharsha and Varma, Girish and Jawahar, C.V. and Mathew, Manu and Nagori, Soyeb},
title = {Efficient Semantic Segmentation Using Gradual Grouping},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

IFQ-Net: Integrated Fixed-Point Quantization Networks for Embedded Vision
Hongxing Gao,
Wei Tao,
Dongchao Wen,
Tse-Wei Chen,
Kinya Osa,
Masami Kato
[pdf]
[bibtex]
@InProceedings{Gao_2018_CVPR_Workshops,
author = {Gao, Hongxing and Tao, Wei and Wen, Dongchao and Chen, Tse-Wei and Osa, Kinya and Kato, Masami},
title = {IFQ-Net: Integrated Fixed-Point Quantization Networks for Embedded Vision},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Interpolation-Based Object Detection Using Motion Vectors for Embedded Real-Time Tracking Systems
Takayuki Ujiie,
Masayuki Hiromoto,
Takashi Sato
[pdf]
[bibtex]
@InProceedings{Ujiie_2018_CVPR_Workshops,
author = {Ujiie, Takayuki and Hiromoto, Masayuki and Sato, Takashi},
title = {Interpolation-Based Object Detection Using Motion Vectors for Embedded Real-Time Tracking Systems},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Onboard Stereo Vision for Drone Pursuit or Sense and Avoid
Cevahir Cigla,
Rohan Thakker,
Larry Matthies
[pdf]
[bibtex]
@InProceedings{Cigla_2018_CVPR_Workshops,
author = {Cigla, Cevahir and Thakker, Rohan and Matthies, Larry},
title = {Onboard Stereo Vision for Drone Pursuit or Sense and Avoid},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Light Field Depth Estimation on Off-the-Shelf Mobile GPU
Andre Ivan,
Williem,
In Kyu Park
[pdf]
[bibtex]
@InProceedings{Ivan_2018_CVPR_Workshops,
author = {Ivan, Andre and Williem, and Kyu Park, In},
title = {Light Field Depth Estimation on Off-the-Shelf Mobile GPU},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Pseudo-Labels for Supervised Learning on Dynamic Vision Sensor Data, Applied to Object Detection Under Ego-Motion
Nicholas F. Y. Chen
[pdf] [supp]
[bibtex]
@InProceedings{Chen_2018_CVPR_Workshops,
author = {Chen, Nicholas F. Y.},
title = {Pseudo-Labels for Supervised Learning on Dynamic Vision Sensor Data, Applied to Object Detection Under Ego-Motion},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

GPU Based Video Object Tracking on PTZ Cameras
Cevahir Cigla,
Kemal Emrecan Sahin,
Fikret Alim
[pdf]
[bibtex]
@InProceedings{Cigla_2018_CVPR_Workshops,
author = {Cigla, Cevahir and Emrecan Sahin, Kemal and Alim, Fikret},
title = {GPU Based Video Object Tracking on PTZ Cameras},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Analysis of Efficient CNN Design Techniques for Semantic Segmentation
Alexandre Briot,
Prashanth Viswanath,
Senthil Yogamani
[pdf]
[bibtex]
@InProceedings{Briot_2018_CVPR_Workshops,
author = {Briot, Alexandre and Viswanath, Prashanth and Yogamani, Senthil},
title = {Analysis of Efficient CNN Design Techniques for Semantic Segmentation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

Design of a Reconfigurable 3D Pixel-Parallel Neuromorphic Architecture for Smart Image Sensor
Pankaj Bhowmik,
Md Jubaer Hossain Pantho,
Marjan Asadinia,
Christophe Bobda
[pdf]
[bibtex]
@InProceedings{Bhowmik_2018_CVPR_Workshops,
author = {Bhowmik, Pankaj and Jubaer Hossain Pantho, Md and Asadinia, Marjan and Bobda, Christophe},
title = {Design of a Reconfigurable 3D Pixel-Parallel Neuromorphic Architecture for Smart Image Sensor},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}

KCNN: Extremely-Efficient Hardware Keypoint Detection With a Compact Convolutional Neural Network
Paolo Di Febbo,
Carlo Dal Mutto,
Kinh Tieu,
Stefano Mattoccia
[pdf]
[bibtex]
@InProceedings{Febbo_2018_CVPR_Workshops,
author = {Di Febbo, Paolo and Dal Mutto, Carlo and Tieu, Kinh and Mattoccia, Stefano},
title = {KCNN: Extremely-Efficient Hardware Keypoint Detection With a Compact Convolutional Neural Network},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2018}
}