Abstract:
In this letter, we present an implementation of deblurring hardware to mitigate blur incurred by optical aberrations in a real-time manner to increase resolution for mobi...Show MoreMetadata
Abstract:
In this letter, we present an implementation of deblurring hardware to mitigate blur incurred by optical aberrations in a real-time manner to increase resolution for mobile camera modules. As optical aberrations tend to be variant according to spatial location, algorithm should support spatially variant deblurring. Also, a deblurring problem is known to be rank-deficient, thus requires a regularization and a sparse norm such as Lp norm where 0 ≤ p ≤ 1 has achieved satisfactory solutions. We focus on elaborating algorithm details and a corresponding architecture to efficiently implement with those two requirements. Also, we present a simulation result with the real sensor and this result shows that image resolution can be increased in terms of Modulated Transfer Function (MTF).
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Date of Conference: 04-08 May 2020
Date Added to IEEE Xplore: 09 April 2020
ISBN Information:
ISSN Information:
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Real-time Implementation ,
- Optical Blur ,
- Real Sense ,
- L1-norm ,
- Real-time Management ,
- Modulation Transfer Function ,
- Optical Aberrations ,
- Deblurring ,
- Camera Module ,
- Convolution ,
- Image Quality ,
- Iterative Process ,
- Right-hand Side ,
- Optical System ,
- Hand Side ,
- Spatial Domain ,
- Regularization Parameter ,
- Lookup Table ,
- Color Space ,
- Image Sensor ,
- Point Spread Function ,
- Latent Image ,
- Spatial Filter ,
- Defocus
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Real-time Implementation ,
- Optical Blur ,
- Real Sense ,
- L1-norm ,
- Real-time Management ,
- Modulation Transfer Function ,
- Optical Aberrations ,
- Deblurring ,
- Camera Module ,
- Convolution ,
- Image Quality ,
- Iterative Process ,
- Right-hand Side ,
- Optical System ,
- Hand Side ,
- Spatial Domain ,
- Regularization Parameter ,
- Lookup Table ,
- Color Space ,
- Image Sensor ,
- Point Spread Function ,
- Latent Image ,
- Spatial Filter ,
- Defocus
- Author Keywords