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Pregled bibliografske jedinice broj: 612306

Visual spatial-context based wildfire smoke sensor


Jakovčević, Toni; Stipaničev, Darko; Krstinić, Damir
Visual spatial-context based wildfire smoke sensor // Machine vision and applications, 24 (2013), 4; 707-719 doi:10.1007/s00138-012-0481-x (međunarodna recenzija, članak, znanstveni)


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Naslov
Visual spatial-context based wildfire smoke sensor

Autori
Jakovčević, Toni ; Stipaničev, Darko ; Krstinić, Damir

Izvornik
Machine vision and applications (0932-8092) 24 (2013), 4; 707-719

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
wildfire smoke detection ; forest fire smoke detection ; visual context ; fuzzy evaluation measures

Sažetak
Sensors for early fire detection based on visual analysis have been under constant development and improvement, especially during the last decade. However, there is still a lot of room for advancement to increase the accuracy and reliability of such sensors. In this paper a novel method for wildfire smoke detection based on spatial context analysis as well as motion detection, chro- matic, texture and shape analysis is introduced. Several measures for eval- uating quality of smoke detection are used, both on image and pixel scale. Smoke is a semi-transparent and amorphous phenomenon whose boundaries are hard to determine precisely, therefore fuzzy measures are introduced for assessing the detection error. The proposed method is evaluated using the pro- posed measures and compared with two existing methods. The results show that the wildfire sensor based on proposed method is capable of detecting fire- smoke accurately and reliably, and in most detection aspects it outperforms the existing methods.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekti:
023-0232005-2003 - AgISEco - Agentski orijentirani inteligentni sustavi nadzora i zaštite okoliša (Stipaničev, Darko, MZOS ) ( POIROT)

Ustanove:
Fakultet elektrotehnike, strojarstva i brodogradnje, Split

Citiraj ovu publikaciju

Jakovčević, Toni; Stipaničev, Darko; Krstinić, Damir
Visual spatial-context based wildfire smoke sensor // Machine vision and applications, 24 (2013), 4; 707-719 doi:10.1007/s00138-012-0481-x (međunarodna recenzija, članak, znanstveni)
Jakovčević, T., Stipaničev, D. & Krstinić, D. (2013) Visual spatial-context based wildfire smoke sensor. Machine vision and applications, 24 (4), 707-719 doi:10.1007/s00138-012-0481-x.
@article{article, year = {2013}, pages = {707-719}, DOI = {10.1007/s00138-012-0481-x}, keywords = {wildfire smoke detection, forest fire smoke detection, visual context, fuzzy evaluation measures}, journal = {Machine vision and applications}, doi = {10.1007/s00138-012-0481-x}, volume = {24}, number = {4}, issn = {0932-8092}, title = {Visual spatial-context based wildfire smoke sensor}, keyword = {wildfire smoke detection, forest fire smoke detection, visual context, fuzzy evaluation measures} }
@article{article, year = {2013}, pages = {707-719}, DOI = {10.1007/s00138-012-0481-x}, keywords = {wildfire smoke detection, forest fire smoke detection, visual context, fuzzy evaluation measures}, journal = {Machine vision and applications}, doi = {10.1007/s00138-012-0481-x}, volume = {24}, number = {4}, issn = {0932-8092}, title = {Visual spatial-context based wildfire smoke sensor}, keyword = {wildfire smoke detection, forest fire smoke detection, visual context, fuzzy evaluation measures} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


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