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1. DLD [@DBLP:journals/corr/DingHSCZYC15], [*widen conv*]{}, [*widen all*]{}, [*conv*]{}
2. ImageNet validation set [@DBLP:journals/corr/RussakovskyDSKBCF14]
Results
-------
In Table \[table:second\_eval\_instances\], we report the top-1, top-5, top-10 accuracies of the evaluated methods in the second set of instances. We observe that, overall, the [*widen all*]{} model (the highest performing method) is able to achieve comparable accuracies as [*widen conv*]{} and the [*widen*]{} models. We note, however, that [*widen all*]{} achieves its high performance with much less parameters than [*widen conv*]{} or [*widen*]{}.
We note that on the [*live*]{} instances ([*live0*]{} and [*live1*]{}), [*widen*]{} produces lower accuracies, possibly because the [*live*]{} instances are more challenging than the [*validation*]{} set and the [*widen*]{} models cannot be learned as well due to limited training examples. We conjecture that this is because [*widen*]{} is too data hungry and tries to learn both wide and deep architectures on a small data set.
In Table \[table:second\_eval\_instances\], we also report the parameter number of the evaluated methods. Overall, the [*widen*]{} model produces a much smaller parameter number, but also a higher number of weights. We conjecture that this is because [*widen*]{} needs to learn a powerful embedding to achieve good accuracies, and thus requires a larger number of weights.
We conclude that the [*widen all*]{} model performs best on the [*widen*]{} set, while [*widen conv*]{} is best for the [*conv*]{} set 0b46394aab
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