Classification of images in fog and fog-free scenes for use in vehicles
作者： Mario Pavlic , Gerhard Rigoll , Slobodan Ilic
关键词: Artificial intelligence 、 Feature extraction 、 SIGNAL (programming language) 、 Spectral analysis 、 Histogram 、 Detection rate 、 Computer vision 、 Contextual image classification 、 Computer science 、 Linear classifier
摘要: Today modern vehicles are often equipped with a camera, which captures the scene in front of vehicle. The recognition weather conditions this camera can help to improve many applications as well establish new ones. In article we will show how it is possible distinguish between scenes clear and foggy situations. proposed method uses only gray-scale images input signal running real time. Using spectral features simple linear classifier, achieve high detection rates both daytime night-time scenes. Furthermore, that our application area these outperform others.
sci-hub.se 参考文章(21)
Didier Aubert, Clément Boussard, Jean-Philippe Tarel, Raphaël Labayrade, Nicolas Hautière, Perception through Scattering Media for Autonomous Vehicles ,(2008)
Aude Oliva, Antonio Torralba, Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope International Journal of Computer Vision. ,vol. 42, pp. 145- 175 ,(2001) , 10.1023/A:1011139631724
D. Pomerleau, Visibility estimation from a moving vehicle using the RALPH vision system ieee intelligent transportation systems. pp. 906- 911 ,(1997) , 10.1109/ITSC.1997.660594
C. Busch, E. Debes, Wavelet transform for analyzing fog visibility IEEE Intelligent Systems & Their Applications. ,vol. 13, pp. 66- 71 ,(1998) , 10.1109/5254.736004
Ron Kimmel, Michael Elad, Doron Shaked, Renato Keshet, Irwin Sobel, A Variational Framework for Retinex International Journal of Computer Vision. ,vol. 52, pp. 7- 23 ,(2003) , 10.1023/A:1022314423998
Nicolas Hautiére, Jean-Philippe Tarel, Jean Lavenant, Didier Aubert, Automatic fog detection and estimation of visibility distance through use of an onboard camera machine vision applications. ,vol. 17, pp. 8- 20 ,(2006) , 10.1007/S00138-005-0011-1
ADITYA VAILAYA, ANIL JAIN, HONG JIANG ZHANG, ON IMAGE CLASSIFICATION: CITY IMAGES VS. LANDSCAPES Pattern Recognition. ,vol. 31, pp. 1921- 1935 ,(1998) , 10.1016/S0031-3203(98)00079-X
Edwin H. Land, The Retinex Theory of Color Vision Scientific American. ,vol. 237, pp. 108- 128 ,(1977) , 10.1038/SCIENTIFICAMERICAN1277-108
M. Szummer, R.W. Picard, Indoor-outdoor image classification Proceedings 1998 IEEE International Workshop on Content-Based Access of Image and Video Database. pp. 42- 51 ,(1998) , 10.1109/CAIVD.1998.646032
Ritendra Datta, Dhiraj Joshi, Jia Li, James Z. Wang, Image retrieval ACM Computing Surveys. ,vol. 40, pp. 1- 60 ,(2008) , 10.1145/1348246.1348248