Scipediacontent: Scipediacontent moved page Draft Content 162081555 to Bai et al 2019a

2021-02-12T14:12:36Z

Scipediacontent moved page Draft Content 162081555 to Bai et al 2019a

Scipediacontent: Created page with " == Abstract == Blind spot detection is an important feature of Advanced Driver Assistance Systems (ADAS). In this paper, we provide a camera-based deep learning method that..."

2021-02-12T14:12:33Z

Created page with " == Abstract == Blind spot detection is an important feature of Advanced Driver Assistance Systems (ADAS). In this paper, we provide a camera-based deep learning method that..."

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== Abstract ==

Blind spot detection is an important feature of Advanced Driver Assistance Systems (ADAS). In this paper, we provide a camera-based deep learning method that accurately detects other vehicles in the blind spot, replacing the traditional higher cost solution using radars. The recent breakthrough of deep learning algorithms shows extraordinary performance when applied to many computer vision tasks. Many new convolutional neural network (CNN) structures have been proposed and most of the networks are very deep in order to achieve the state-of-art performance when evaluated with benchmarks. However, blind spot detection, as a real-time embedded system application, requires high speed processing and low computational complexity. Hereby, we propose a novel method that transfers blind spot detection to an image classification task. Subsequently, a series of experiments are conducted to design an efficient neural network by comparing some of the latest deep learning models. Furthermore, we create a dataset with more than 10,000 labeled images using the blind spot view camera mounted on a test vehicle. Finally, we train the proposed deep learning model and evaluate its performance on the dataset.

Document type: Article

== Full document ==
<pdf>Media:Draft_Content_162081555-beopen495-1151-document.pdf</pdf>

== Original document ==

The different versions of the original document can be found in:

* [http://dx.doi.org/10.3390/electronics8020233 http://dx.doi.org/10.3390/electronics8020233] under the license https://creativecommons.org/licenses/by

* [http://dx.doi.org/10.3390/electronics8020233 http://dx.doi.org/10.3390/electronics8020233] under the license http://creativecommons.org/licenses/by/3.0/

* [https://www.mdpi.com/2079-9292/8/2/233/pdf https://www.mdpi.com/2079-9292/8/2/233/pdf] under the license https://creativecommons.org/licenses/by/4.0

* [http://www.mdpi.com/2079-9292/8/2/233/pdf http://www.mdpi.com/2079-9292/8/2/233/pdf],
: [http://dx.doi.org/10.3390/electronics8020233 http://dx.doi.org/10.3390/electronics8020233] under the license cc-by

* [https://www.mdpi.com/2079-9292/8/2/233 https://www.mdpi.com/2079-9292/8/2/233],
: [https://doaj.org/toc/2079-9292 https://doaj.org/toc/2079-9292] under the license https://creativecommons.org/licenses/by/4.0/

* [https://www.mdpi.com/2079-9292/8/2/233 https://www.mdpi.com/2079-9292/8/2/233],
: [https://www.mdpi.com/2079-9292/8/2/233/pdf https://www.mdpi.com/2079-9292/8/2/233/pdf],
: [https://academic.microsoft.com/#/detail/2917915370 https://academic.microsoft.com/#/detail/2917915370]

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Bai et al 2019a - Revision history

Scipediacontent: Scipediacontent moved page Draft Content 162081555 to Bai et al 2019a

Scipediacontent: Created page with " == Abstract == Blind spot detection is an important feature of Advanced Driver Assistance Systems (ADAS). In this paper, we provide a camera-based deep learning method that..."