Convolution definition

Convolution in mathematics means a function that is shifted over another function to create a third function, which is a blend of the two. As applied in convolutional neural networks, it means a filter (vector expressed as a matrix) that is multiplied by an existing vector to yield a third vector/matrix, typically meant to sharpen distinctions in an image.
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Examples of Convolution in a sentence

  • First, we tested the generality of GAM by applying our approach to Multilayer Perceptrons (MLP), Convolutional Neural Networks (CNN), Graph Convolution Networks (GCN) [15], and Graph Attention Networks (GAT) [35]2.

  • Zithergeist features a Convolution module to further colour and sculpt the sound of the instruments.

  • Convolution can be a good solution for certain areas of post-production, but its inflexibility can make it less helpful in a mixing situation.

  • One of the important features of PRIPYAT Pianos is the Impulse Responses collection for Convolution Reverb, recorded in well-known and not-so-known Pripyat sites, including the territory of the tragically known Chernobyl NPP.

  • In the previous simulations, the Convolution Method was not applied because pool sizes often exceeded 2, causing the numerical integration required for optimization under this method to become computationally intractable.

  • The cinematic SFX instruments in Zithergeist feature the same Convolution module of the Acoustic and Synthetic instruments, please refer to previous sections for a complete description.

  • Convolution layer computes the output of neurons from locally sparse combinations of initial raw input features, to reduce the space volume of information into smaller regions of interest.

  • Each of the pooled strategies was analyzed under the MCEM algorithm, since the heterogeneity of the pools and large pool sizes precluded defensible application of the Approximate Model and Convolution Method.

  • These observed and expected pooled datasets are analyzed under both the MCEM algorithm and the Convolution Method.

  • Since many of the pools in this simulation consisted of more than 2 specimens, direct optimization of the likelihood under the Convolution approach was not viable for this first simulation.

Related to Convolution

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  • aeroplane means a power-driven heavier-than-air aircraft, deriving its lift in flight chiefly from aerodynamic reactions on surfaces which remain fixed under given conditions of flight;

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  • Filtration means a process for removing particulate matter from water by passage through porous media.

  • Infiltration means water other than wastewater that enters a sewer system (including sewer system and foundation drains) from the ground through such means as defective pipes, pipe joints, connections, or manholes. Infiltration does not include, and is distinguished from, inflow.