Temporal Convolutions

Dilated Causal Convolution

Introduced by Oord et al. in WaveNet: A Generative Model for Raw Audio

A Dilated Causal Convolution is a causal convolution where the filter is applied over an area larger than its length by skipping input values with a certain step. A dilated causal convolution effectively allows the network to have very large receptive fields with just a few layers.

Source: WaveNet: A Generative Model for Raw Audio


Paper Code Results Date Stars


Task Papers Share
Speech Synthesis 53 20.87%
Text-To-Speech Synthesis 15 5.91%
Voice Conversion 13 5.12%
Test 12 4.72%
Time Series Analysis 9 3.54%
Audio Generation 8 3.15%
Speech Enhancement 7 2.76%
Time Series Forecasting 6 2.36%
Traffic Prediction 5 1.97%


Component Type
🤖 No Components Found You can add them if they exist; e.g. Mask R-CNN uses RoIAlign