Vision-Based Dirt Detection and Adaptive Tiling Scheme for Selective Area Coverage

Joint Authors

Mohan, Rajesh Elara
Ramalingam, Balakrishnan
Ilyas, Muhammad
Veerajagadheswar, Prabakaran
Manimuthu, Arunmozhi

Source

Journal of Sensors

Issue

Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-13, 13 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2018-12-30

Country of Publication

Egypt

No. of Pages

13

Main Subjects

Civil Engineering

Abstract EN

This paper proposes a visual dirt detection algorithm and a novel adaptive tiling-based selective dirt area coverage scheme for reconfigurable morphology robot.

The visual dirt detection technique utilizes a three-layer filtering framework which includes a periodic pattern detection filter, edge detection, and noise filtering to effectively detect and segment out the dirt area from the complex floor backgrounds.

Then adaptive tiling-based area coverage scheme has been employed to generate the tetromino morphology to cover the segmented dirt area.

The proposed algorithms have been validated in Matlab environment with real captured dirt images and simulated tetrominoes tile set.

Experimental results show that the proposed three-stage filtering significantly enhances the dirt detection ratio in the incoming images with complex floors with different backgrounds.

Further, the selective dirt area coverage is performed by excluding the already cleaned area from the unclean area on the floor map by incorporating the tiling pattern generated by adaptive tetromino tiling algorithm.

American Psychological Association (APA)

Ramalingam, Balakrishnan& Veerajagadheswar, Prabakaran& Ilyas, Muhammad& Mohan, Rajesh Elara& Manimuthu, Arunmozhi. 2018. Vision-Based Dirt Detection and Adaptive Tiling Scheme for Selective Area Coverage. Journal of Sensors،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1201012

Modern Language Association (MLA)

Ramalingam, Balakrishnan…[et al.]. Vision-Based Dirt Detection and Adaptive Tiling Scheme for Selective Area Coverage. Journal of Sensors No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1201012

American Medical Association (AMA)

Ramalingam, Balakrishnan& Veerajagadheswar, Prabakaran& Ilyas, Muhammad& Mohan, Rajesh Elara& Manimuthu, Arunmozhi. Vision-Based Dirt Detection and Adaptive Tiling Scheme for Selective Area Coverage. Journal of Sensors. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1201012

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1201012