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Pregled bibliografske jedinice broj: 433173

Object tracking in surveillance videos using compressed domain features from scalable bit-streams

Mehmood, Khurram; Mrak, Marta; Čalić, Janko; Kondoz, Ahmet
Object tracking in surveillance videos using compressed domain features from scalable bit-streams // Signal Processing: Image Communication, 24 (2009), 10; 814-824 doi:10.1016/j.image.2009.06.006 (međunarodna recenzija, članak, znanstveni)

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Naslov
Object tracking in surveillance videos using compressed domain features from scalable bit-streams

Autori
Mehmood, Khurram ; Mrak, Marta ; Čalić, Janko ; Kondoz, Ahmet

Izvornik
Signal Processing: Image Communication (0923-5965) 24 (2009), 10; 814-824

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

Ključne riječi
Object tracking; Scalable video coding; Compressed domain analysis; Motion vectors

Sažetak
Recent developments in the video coding technology brought new possibilities of utilising inherently embedded features of the encoded bit-stream in applications such as video adaptation and analysis. Due to the proliferation of surveillance videos there is a strong demand for highly efficient and reliable algorithms for object tracking. This paper presents a new approach for the fast compressed domain analysis utilising motion data from the encoded bit-streams in order to achieve low-processing complexity of object tracking in the surveillance videos. The algorithm estimates the trajectory of video objects by using compressed domain motion vectors extracted directly from standard H.264/MPEG-4 Advanced Video Coding (AVC) and Scalable Video Coding (SVC) bit-streams. The experimental results show comparable tracking precision when evaluated against the standard algorithms in uncompressed domain, while maintaining low computational complexity and fast processing time, thus making the algorithm suitable for real time and streaming applications where good estimates of object trajectories have to be computed fast.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika, Računarstvo



POVEZANOST RADA

Projekti:
036-0982560-1643 - Inteligentno određivanje značajki slike u sustavima za otkrivanje znanja (Grgić, Mislav, MZO ) ( CroRIS)

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Marta Mrak (autor)

Poveznice na cjeloviti tekst rada:

doi dx.doi.org

Citiraj ovu publikaciju:

Mehmood, Khurram; Mrak, Marta; Čalić, Janko; Kondoz, Ahmet
Object tracking in surveillance videos using compressed domain features from scalable bit-streams // Signal Processing: Image Communication, 24 (2009), 10; 814-824 doi:10.1016/j.image.2009.06.006 (međunarodna recenzija, članak, znanstveni)
Mehmood, K., Mrak, M., Čalić, J. & Kondoz, A. (2009) Object tracking in surveillance videos using compressed domain features from scalable bit-streams. Signal Processing: Image Communication, 24 (10), 814-824 doi:10.1016/j.image.2009.06.006.
@article{article, author = {Mehmood, Khurram and Mrak, Marta and \v{C}ali\'{c}, Janko and Kondoz, Ahmet}, year = {2009}, pages = {814-824}, DOI = {10.1016/j.image.2009.06.006}, keywords = {Object tracking, Scalable video coding, Compressed domain analysis, Motion vectors}, journal = {Signal Processing: Image Communication}, doi = {10.1016/j.image.2009.06.006}, volume = {24}, number = {10}, issn = {0923-5965}, title = {Object tracking in surveillance videos using compressed domain features from scalable bit-streams}, keyword = {Object tracking, Scalable video coding, Compressed domain analysis, Motion vectors} }
@article{article, author = {Mehmood, Khurram and Mrak, Marta and \v{C}ali\'{c}, Janko and Kondoz, Ahmet}, year = {2009}, pages = {814-824}, DOI = {10.1016/j.image.2009.06.006}, keywords = {Object tracking, Scalable video coding, Compressed domain analysis, Motion vectors}, journal = {Signal Processing: Image Communication}, doi = {10.1016/j.image.2009.06.006}, volume = {24}, number = {10}, issn = {0923-5965}, title = {Object tracking in surveillance videos using compressed domain features from scalable bit-streams}, keyword = {Object tracking, Scalable video coding, Compressed domain analysis, Motion vectors} }

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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  • INSPEC, Pascal, Scopus, Social SciSearch

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