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The threshold can be adjusted to reflect the goals of registration: if minimizing missing data and maximizing image quality is the goal, a small threshold (e.g. < 0.1) can be used; if registration correctness is the goal (as in the case of quantifying phase changes over time), a larger threshold (e.g. > 0.2) can be used.
The idea is inspired by analyzing the relationship between Otsu method and Pearson correlation coefficient (PCC), which provides a novel interpretation of Otsu method from the perspective of maximizing image similarity.
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The dual to this problem is the quality maximization problem: maximize image quality while holding the bit-rate at some constant value.
Proper modeling tools allow for optimal designs that maximize image quality while minimizing patient and occupational radiation doses.
An innovative in-camera Lens Correction function that electronically adjusts for Distortion and Lateral Chromatic Aberrations to maximize image quality with DA series lenses.
High quality slide scans produced from glass histology slides were digitally processed to maximize image quality, and experimental replicates posted as full slides as part of this publication.
Here, we used GAST to identify values of two related wavelet coefficient quantization parameters (dead-zone and shape) that maximize image quality.
Both beamline and experimental parameters can in this way be adjusted and fine-tuned in a timely manner so that they maximize image quality.
GAST identified a dead-zone size and quantizer shape that maximize image quality and these are quite close to those defined in JPEG 2000, Part 1.
We employed a threefold strategy that included customized specimen preparation to maximize image contrast, three-dimensional data acquisition to minimize scan time and custom radiofrequency resonator design to maximize signal sensitivity.
All transformation calculations used a four-level multi-resolution approach while mutual information as image similarity measure, and an adaptive stochastic gradient descent optimizer [21] was used to maximize image similarity.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com