Polarization-based vision through haze

We present an approach for easily removing the effects of haze from passively acquired images. Our approach is based on the fact that usually the natural illuminating light scattered by atmospheric particles (airlight) is partially polarized. Optical filtering alone cannot remove the haze effects, except in restricted situations. Our method, however, stems from physics-based analysis that works under a wide range of atmospheric and viewing conditions, even if the polarization is low. The approach does not rely on specific scattering models such as Rayleigh scattering and does not rely on the knowledge of illumination directions. It can be used with as few as two images taken through a polarizer at different orientations. As a byproduct, the method yields a range map of the scene, which enables scene rendering as if imaged from different viewpoints. It also yields information about the atmospheric particles. We present experimental results of complete dehazing of outdoor scenes, in far-from-ideal conditions for polarization filtering. We obtain a great improvement of scene contrast and correction of color.

[1]  John P. Oakley,et al.  Improving image quality in poor visibility conditions using a physical model for contrast degradation , 1998, IEEE Trans. Image Process..

[2]  Shree K. Nayar,et al.  Chromatic framework for vision in bad weather , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[3]  Moshe Ben-Ezra Segmentation with invisible keying signal , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[4]  Raymond L. Lee,et al.  Horizon brightness revisited: measurements and a model of clear-sky radiances. , 1994, Applied optics.

[5]  K. Ikeuchi,et al.  Measurement of surface orientations of transparent objects by use of polarization in highlight , 1999 .

[6]  Andrew S. Glassner,et al.  Principles of Digital Image Synthesis , 1995 .

[7]  K K Tan,et al.  Physics-based approach to color image enhancement in poor visibility conditions. , 2001, Journal of the Optical Society of America. A, Optics, image science, and vision.

[8]  Fabio Gagliardi Cozman,et al.  Depth from scattering , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[9]  Shree K. Nayar,et al.  Separation of Reflection Components Using Color and Polarization , 1997, International Journal of Computer Vision.

[10]  D. Lynch,et al.  Step brightness changes of distant mountain ridges and their perception. , 1991, Applied optics.

[11]  Shree K. Nayar,et al.  Instant dehazing of images using polarization , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[12]  J S Tyo,et al.  Target detection in optically scattering media by polarization-difference imaging. , 1996, Applied optics.

[13]  Stefan Rahmann,et al.  Reconstruction of specular surfaces using polarization imaging , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[14]  Hiromichi Horinaka,et al.  Optical CT imaging in highly scattering media by extraction of photons preserving initial polarization , 1996, Other Conferences.

[15]  Shree K. Nayar,et al.  Removing weather effects from monochrome images , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[16]  H Farid,et al.  Separating reflections from images by use of independent component analysis. , 1999, Journal of the Optical Society of America. A, Optics, image science, and vision.

[17]  Barbara T. Sweet,et al.  Image processing and fusion for landing guidance , 1996, Defense, Security, and Sensing.

[18]  L V Wang,et al.  Light backscattering polarization patterns from turbid media: theory and experiment. , 1999, Applied optics.

[19]  Craig F. Bohren,et al.  At what altitude does the horizon cease to be visible , 1986 .

[20]  J Shamir,et al.  Polarization and statistical analysis of scenes containing a semireflector. , 2000, Journal of the Optical Society of America. A, Optics, image science, and vision.

[21]  Min Gu,et al.  Image enhancement through turbid media under a microscope by use of polarization gating methods , 1999 .

[22]  J G Walker,et al.  Visibility depth improvement in active polarization imaging in scattering media. , 2000, Applied optics.

[23]  L. B. Wolff Polarization camera for computer vision with a beam splitter , 1994 .

[24]  N. Engheta,et al.  Polarization-difference imaging: a biologically inspired technique for observation through scattering media. , 1995, Optics letters.

[25]  D. Lynch,et al.  Rainbows and fogbows. , 1991, Applied optics.

[26]  Lawrence B. Wolff,et al.  Polarization vision: a new sensory approach to image understanding , 1997, Image Vis. Comput..

[27]  R. Henry,et al.  Color perception through atmospheric haze. , 2000, Journal of the Optical Society of America. A, Optics, image science, and vision.

[28]  Kinsell L. Coulson,et al.  Polarization Of Light In The Natural Environment , 1990, Optics & Photonics.

[29]  R. L. Lee,et al.  Digital imaging of clear-sky polarization. , 1998, Applied optics.

[30]  G W Kattawar,et al.  Radiation in the earth's atmosphere: its radiance, polarization, and ellipticity. , 1976, Applied optics.

[31]  J. L. Pezzaniti,et al.  Polarization imaging through scattering media , 2000, SPIE Optics + Photonics.

[32]  E. Raschke,et al.  Video polarimetry: a new imaging technique in atmospheric science. , 1983, Applied optics.

[33]  Richard R. Brooks,et al.  Atmospheric attenuation reduction through multisensor fusion , 1998, Defense, Security, and Sensing.

[34]  S. Gedzelman,et al.  Atmospheric optics in art. , 1991, Applied optics.

[35]  Paul S. Pencikowski Low-cost vehicle-mounted enhanced vision system comprised of a laser illuminator and range-gated camera , 1996, Defense, Security, and Sensing.

[36]  L. Erskine,et al.  Polarized light scattering by aerosols in the marine atmospheric boundary layer. , 1997, Applied optics.

[37]  Boris Kaminsky,et al.  AOTF polarization difference imaging , 1999, Other Conferences.

[38]  E. J. Mccartney,et al.  Optics of the Atmosphere: Scattering by Molecules and Particles , 1977 .

[39]  Andrew A. Lacis,et al.  Analysis of ground-based polarimetric sky radiance measurements , 1997, Optics & Photonics.

[40]  F. Bretenaker,et al.  Rotating polarization imaging in turbid media. , 1996, Optics letters.

[41]  Shree K. Nayar,et al.  Vision in bad weather , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.