Human-Like Interpretation of Lines Using Embedded GPU

5 Pages Posted: 2 Apr 2019

See all articles by Sameer Chikane

Sameer Chikane

Ramrao Adik Institute of Technology

Parag Patil

Ramrao Adik Institute of Technology

Navin Singhaniya

Ramrao Adik Institute of Technology

Chaitanya Jage

Ramrao Adik Institute of Technology

Mukesh Patil

Ramrao Adik Institute of Technology

Vishwesh Vyawahare

Ramrao Adik Institute of Technology

Date Written: December 24, 2018

Abstract

In the applications where human like interpretation of shapes are required, the Hough Transform is popular because of its noise immunity and simple algorithm.Due to the computational capabilities and power consumption, the real time implementation of this algorithm on a standard CPU is not a good practice. In this paper, we have done line detection using Hough transform which is implemented on NVIDIA Jetson TK1 GPU in order to achieve less execution time with low power consumption. We have used the property of GPU to accelerate the process of line detection and compared the performance of CPU and GPU. We have shown different application of line detection which is implemented on Embedded GPU.

Keywords: GPU, Hough Transform, Image processing, NVIDIA Jetson TK1, Speedup

Suggested Citation

Chikane, Sameer and Patil, Parag and Singhaniya, Navin and Jage, Chaitanya and Patil, Mukesh and Vyawahare, Vishwesh, Human-Like Interpretation of Lines Using Embedded GPU (December 24, 2018). Proceedings 2019: Conference on Technologies for Future Cities (CTFC), Available at SSRN: https://ssrn.com/abstract=3361538 or http://dx.doi.org/10.2139/ssrn.3361538

Sameer Chikane (Contact Author)

Ramrao Adik Institute of Technology ( email )

Navi Mumbai
Maharashtra
India

Parag Patil

Ramrao Adik Institute of Technology ( email )

Navi Mumbai
Maharashtra
India

Navin Singhaniya

Ramrao Adik Institute of Technology ( email )

Navi Mumbai
Maharashtra
India

Chaitanya Jage

Ramrao Adik Institute of Technology ( email )

Navi Mumbai
Maharashtra
India

Mukesh Patil

Ramrao Adik Institute of Technology ( email )

Navi Mumbai
Maharashtra
India

Vishwesh Vyawahare

Ramrao Adik Institute of Technology ( email )

Navi Mumbai
Maharashtra
India

Here is the Coronavirus
related research on SSRN

Paper statistics

Downloads
18
Abstract Views
249
PlumX Metrics