Title :
Temporally x real-time video dehazing
Author :
Jin-Hwan Kim ; Won-Dong Jang ; Yongsup Park ; Dong-Hahk Lee ; Jae-Young Sim ; Chang-Su Kim
Author_Institution :
Sch. of EE, Korea Univ., Seoul, South Korea
fDate :
Sept. 30 2012-Oct. 3 2012
Abstract :
A real-time video dehazing algorithm, which reduces flickering artifacts and yields high quality output videos, is proposed in this work. Assuming that a scene point yields highly correlated transmission values between adjacent image frames, we develop the temporal coherence cost. Then, we add the temporal coherence cost to the contrast cost and the truncation loss cost to define the overall cost function. By minimizing the overall cost function, we obtain the optimal transmission. Moreover, to reduce the computational complexity and facilitate real-time applications, we approximate the conventional edge preserving filter by the overlapped block filter. Experimental results demonstrate that the proposed algorithm is sufficiently fast for real-time applications and effectively removes haze and flickering artifacts.
Keywords :
computational complexity; edge detection; filtering theory; image enhancement; minimisation; natural scenes; real-time systems; video signal processing; adjacent image frames; computational complexity reduction; contrast cost; edge preserving filter; flickering artifact reduction; haze removal; high quality output videos; highly correlated transmission values; optimal transmission; overall cost function minimization; overlapped block filter; real-time applications; real-time video dehazing algorithm; scene point; temporal coherence cost; temporally coherent real-time video dehazing; truncation loss cost; Coherence; Computational complexity; Cost function; Image restoration; Real-time systems; Streaming media; Video enhancement; contrast enhancement; temporal coherence; video dehazing;
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2012.6467023