optimization-based image decolorization why grayscale image? student name: xu zhinan advisor:...
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![Page 1: Optimization-based Image Decolorization Why Grayscale Image? Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai a)Widely used in pattern recognition](https://reader033.vdocuments.site/reader033/viewer/2022051517/5697c0261a28abf838cd5988/html5/thumbnails/1.jpg)
Optimization-based Image Decolorization
Why Grayscale Image?
Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai
a) Widely used in pattern recognition & image processingb) Small scale of data & simple to code
c) Monochrome printing
![Page 2: Optimization-based Image Decolorization Why Grayscale Image? Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai a)Widely used in pattern recognition](https://reader033.vdocuments.site/reader033/viewer/2022051517/5697c0261a28abf838cd5988/html5/thumbnails/2.jpg)
Previous Work
[Neumann et al. 2007]
[Gooch et al. 2005] [Grundland et al. 2007]
CIE Y
![Page 3: Optimization-based Image Decolorization Why Grayscale Image? Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai a)Widely used in pattern recognition](https://reader033.vdocuments.site/reader033/viewer/2022051517/5697c0261a28abf838cd5988/html5/thumbnails/3.jpg)
Local contrast [Kim et al. 2009]
• Disadvantage:• Global contrast is ignored.
• Advantages:• Global mapping• Local contrast preserving
• Conversion: (Lch to grayscale)
• Objective Function:
![Page 4: Optimization-based Image Decolorization Why Grayscale Image? Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai a)Widely used in pattern recognition](https://reader033.vdocuments.site/reader033/viewer/2022051517/5697c0261a28abf838cd5988/html5/thumbnails/4.jpg)
Global contrast—Lch & RGB
Input Lch RGB Kim et al. CIE Y
• Global contrast: statistics in CIE Lch
![Page 5: Optimization-based Image Decolorization Why Grayscale Image? Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai a)Widely used in pattern recognition](https://reader033.vdocuments.site/reader033/viewer/2022051517/5697c0261a28abf838cd5988/html5/thumbnails/5.jpg)
Global contrast—Gaussian Pairing
Input Kim et al. Gaussian
• Displacement vector:
![Page 6: Optimization-based Image Decolorization Why Grayscale Image? Student Name: XU Zhinan Advisor: Professor Chiew-Lan Tai a)Widely used in pattern recognition](https://reader033.vdocuments.site/reader033/viewer/2022051517/5697c0261a28abf838cd5988/html5/thumbnails/6.jpg)
Optimization-based Image Decolorization