The NVAE Generative Residual Cell is a skip connection block used as part of the NVAE architecture for the generator. The residual cell expands the number of channels $E$ times before applying the depthwise separable convolution, and then maps it back to $C$ channels. The design motivation was to help model long-range correlations in the data by increasing the receptive field of the network, which explains the expanding path but also the use of depthwise convolutions to keep a handle on parameter count.
Source:PAPER | DATE |
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NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection
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2021-01-08 |
NVAE: A Deep Hierarchical Variational Autoencoder
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2020-07-08 |
TASK | PAPERS | SHARE |
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Image Generation | 1 | 33.33% |
Anomaly Detection | 1 | 33.33% |
Time Series | 1 | 33.33% |