Unfortunately, the HOG descriptor experienced the maximum decrease in performance in the case of changes in pose (12.6 % for gender, 7.3 % for race, and 2.4 years for age) where the most robust behavior was obtained by the CLBP (0.7 % for gender, 2.9 % for race, and 0.3 years for age) which, by using a more sophisticated encoding strategy, was able to handle variations in facial patterns.
Also, more sophisticated encoding techniques are unlikely to prevent data misuse because they will just compete with better de-identification strategies.
The conclusion that exchange is not important for accurate estimates of initial flux stands in apparent contradiction to methods that use more sophisticated pulse sequences to encode metabolic information into the HP data.
These encode less information than their more sophisticated counterparts but can be used by people who own simpler mobile phones, because the image-recognition process is handled elsewhere.
The description of a toxicological pathway requires the development of more sophisticated computable BNs by incorporating mechanistic information through the encoding of causal relationships between the nodes.
This new class of control elements can be combined with any promoter to support titration of regulatory strategies encoded in transcriptional regulators and thus more sophisticated control schemes.
But it is a start.Different methods of encoding the data, varying spray durations and using more sophisticated equipment would, the researchers think, increase both speed and reliability.
In the visual system, the thalamic lateral geniculate nucleus (LGN) is generally thought to encode simple center-surround receptive fields, which are combined into more sophisticated features in cortex, such as orientation and direction selectivity.
Thus, such real life encoding of visual information from natural scenes is likely to be even more sophisticated than what is currently possible to measure in laboratory conditions [17], [57], [59], [67], [76] [86].
Criteria can in some cases be encoded by such things as meaning postulates (or other similar, albeit more sophisticated, semantic devices); but conflicting meaning postulates may be embedded in our standard linguistic practices, and difficult to detect and identify.
More sophisticated data processing may include the execution of expert rules to identify early fault signals, or encoding of time-series data in a semantic format (e.g. Project Haystack) to support interoperability with a particular application.
