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This fusion strategy learns the complementary information between visual and multimodal features, which could further improve the performance.
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where indicates to concatenate two vectors, and α and β are the parameters to balance the importance between visual features and multimodal features.
Afterwards, the visual features and multimodal cloud features are integrated.
We evaluated the P @20 measure along the 10 iterations for visual, textual, and multimodal retrieval.
Observe, for example, that mid-dorsal area 9 directly processes and integrates visual, auditory, and multimodal information.
There was no evidence for the comparison between unimodal and multimodal approach.
The relationship between strategic planning and multimodal transportation is further elucidated.
Forth, the classification accuracies of DMF are all higher than that of DVF, which validates the effectiveness of the fusion between the visual features and the multimodal information.
However, we found statistically significant correlations between HRV nonparametric variables and multimodal brain monitoring variables (Fig. 2).
The repertoire of social behavior is highly complex and multimodal, including visual (e.g. [ 23], acoustic [ 24], and chemical signals (e.g. [ 20, 21]).
The mammalian superior colliculus also receives topographically organized retinal inputs and, like the tectum, has a stratified architecture that is principally visual in the superficial layers and multimodal with motor outputs in deeper layers [ 61].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com