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Fine-grained recognition is one of the most difficult topics in visual recognition, which aims at distinguishing confusing categories such as bird species within a genus.
For a five-level scale, with an equal DD of 2/3 between its adjacent categories, NUA models are hence able to detect two or more confusing categories with a satisfying power.
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The problems before humankind, as Havel saw it, were far deeper than the opposition between socialism and capitalism, which were both "thoroughly ideological and often semantically confused categories [that] have long since been beside the point".
For Gray, its principal achievement lies in the way it confuses categories, using language to be simultaneously serious and flippant, delicate and coarse, and mixing up "abstract neo-philosophy and figurative phraseology".
Confusing voter categories undermine transparency and accountability in elections.
During the course of the analyses, we found it confusing that the category 'socio-political level' includes factors that are located at the societal level, as well as at the individual level.
This "elevated" category is confusing to many people, and may lead to patients lowering their blood pressure too far.
The number of points was chosen to make the scale simple and comfortable for the observers: It has been shown that four categories are enough for the PA scale to be informative, while a high number of categories may be confusing [15].
The ambitions will be pared back further and the equipment recalculated, and so on, in an "iterative" process.One complication is that the three categories confuse as much as they elucidate.
A final caution: In reviewing the tables, don't get confused by the categories, which are an artifact of the classifications used by our data services.
It featured inane categories, confused contestants, and a poor, frustrated Alex Trebek who looked even more tired and strained than my overtaxed teachers.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com