phil morley n.
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Phil Morley. Haze Removal. The Problem. Fog, Haze, or Smog Want a clear image Weather could be common in areas. The Method. Outlined in paper: Single Haze Removal Using Dark Channel Prior by Kaimin He, Jian Sun, and Xiaoou Tang. What is haze?.

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Haze Removal


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    Presentation Transcript
    1. Phil Morley Haze Removal

    2. The Problem • Fog, Haze, or Smog • Want a clear image • Weather could be common in areas

    3. The Method Outlined in paper: Single Haze Removal Using Dark Channel Prior by Kaimin He, Jian Sun, and Xiaoou Tang

    4. What is haze? I(x) = J(x)t(x) + A(1 − t(x)) I(x): Image J(x): Scene Radiance A: Atmospheric Light t(x): Transmittance

    5. Dark Channel Prior • Objects of interest have low values in at least one color channel • Green leaf • Car Shadow • Dark building • Haze has a high pixel intensity

    6. Compute Atmospheric Light • High values in Dark Channel • Take top 0.1% • Pull Values from original image • Average I(x) = J(x)t(x) + A(1 − t(x))

    7. Estimating Transmission Shuffling the Haze Equation and taking min’s gives you: Which is simply:

    8. Refine Transmission with Soft Matting • Estimated Transmission is blocky • Want to take into account fine detail • Haze Equation is alpha matting • Therefore can use Soft Matting as shown by Levin et al.

    9. Soft Matting Minimize Cost Function: Has Closed Form Solution: U3 = 3x3 Identity λ = 0.0001

    10. Things to improve • Performance • Processing Time • Memory Allocation • Settings

    11. Things To Expand • Depth Map • From Transmittance • 3D Model • Image Enhancement • Histogram Equalization

    12. Current Results