EURASIP Journal on Advances in Signal Processing · 2012 · 32 citations · 21 references
ArtsComputer ScienceComputer VisionDigital ImagingSensorsColor ImagingDigital Image ProcessingImage ProcessingImage QualityImage RestorationImage SensorsBinningChargesColor SensorsData BinningImage DemosaicingIn-pixel BinningRead NoiseSensor Resolution
Pixel binning refers to the concept of combining the electrical charges of neighboring pixels together to form a superpixel. The main benefit of this technique is that the combined charges would overcome the read noise at the sacrifice of spatial resolution. Binning in color image sensors results in superpixel Bayer pattern data, and subsequent demosaicking yields the final, lower resolution, less noisy image. It is common knowledge among the practitioners and camera manufacturers, however, that binning introduces severe artifacts. The in-depth analysis in this article proves that these artifacts are far worse than the ones stemming from loss of resolution or demosaicking, and therefore it cannot be eliminated simply by increasing the sensor resolution. By accurately characterizing the sensor data that has been binned, we propose a post-capture binning data processing solution that succeeds in suppressing noise and preserving image details. We verify experimentally that the proposed method outperforms the existing alternatives by a substantial margin.
21
Removing camera shake from a single photograph
Rob Fergus, Barun Singh, Aaron Hertzmann et al. · ACM Transactions on Graphics · 2006 · 1.8K citations