Image processing - statistical

Key words High content screening. Image processing. Statistics, Open Soiuce, CeUProfiler, KNIME,... 

The prior knowledge is assumed to be the discrete structure of the image, the statistical independence of the noise values, their stationarity and zero mean value. For this case, the image reconstruction problem can be represented as an adaptive stochastic estimation process [9] with the structure shown in Fig. 1. 

DFT domain statistical model for image processing noise... 

Figure 2 Noise statistics for various image processing operations...

The trend in the detection system employed is more towards automation. A CREAM video image processing system developed by Brogan and co-workers (78) enables one to evaluate and store ELISA data for further statistical manipulation. The CREAM EIA software gives an accurate estimation of sample concentration. It can also be used for quantitation of DOT-blots. 

Another image-processing method that is especially applicable to many pharmaceutical sample images is particle statistics analysis. This technique works well when the individual... 

S. Lee, R. Rao, Scale-based formulations of statistical self-similarity in images, Proceedings of the International Conference on Image Processing, ICIP, vol. 4 (2004), pp. 2323-2326... 

Statistical modeling. SigmaPlot for graphing. SigmaScan/Image for image processing. PCs under Windows. 

The maximum entropy method achieves a remarkable universality and unification based on common sense reduced to calculation . It has been applied to information theory, statistical mechanics, image processing in radio astronomy, and now to X-ray crystallography. The prospects for a computational solution to the phase problem in protein crystallography appear promising and developments in the field are awaited eagerly. 

Developing statistical models for image transform domains other than the DCT, e.g. DWT, FFT, sub-images DCT etc. The goal is to find the transform that provides robust statistical features and is less affected by common image processing operations. 

R. (2006) Image processing and statistical analysis of microstructures of as plasma sprayed alumina-13 wt. % titania coatings. Surf. Coat. TechnoL, 201 (6), 3691-3700. 

Fig. 4 Statistical results of the biomass growth and the enzyme production in solid-state fermentation a Biomass growth measured by the digital image processing b Biomass growth measured by the glycosamine method c Lipase activity...

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