| . | Layersa . | Encoder layers . | Decoder layers . | ||||||
|---|---|---|---|---|---|---|---|---|---|
| For each expert | 1 | FC | FC(μ,σ) | FC | FC | ||||
| 2 | FC | FC | FC(μ,σ) | FC | FC | FC | |||
| 3 | FC | FC | FC | FC(μ,σ) | FC | FC | FC | FC | |
| . | Layersa . | Encoder layers . | Decoder layers . | ||||||
|---|---|---|---|---|---|---|---|---|---|
| For each expert | 1 | FC | FC(μ,σ) | FC | FC | ||||
| 2 | FC | FC | FC(μ,σ) | FC | FC | FC | |||
| 3 | FC | FC | FC | FC(μ,σ) | FC | FC | FC | FC | |
For FC-VAEs based on product of experts, the number of layers in each expert (modality-specific encoder–decoder) differ across each FC-VAE variant. Taking FC-VAE (L1) as an example, for each expert, the encoder contains one fully connected layer in addition to one that outputs mean and log-variance parameters, and the decoder consists of two fully connected layers.
Number of encoding layers [excluding FC(μ,σ)].
| . | Layersa . | Encoder layers . | Decoder layers . | ||||||
|---|---|---|---|---|---|---|---|---|---|
| For each expert | 1 | FC | FC(μ,σ) | FC | FC | ||||
| 2 | FC | FC | FC(μ,σ) | FC | FC | FC | |||
| 3 | FC | FC | FC | FC(μ,σ) | FC | FC | FC | FC | |
| . | Layersa . | Encoder layers . | Decoder layers . | ||||||
|---|---|---|---|---|---|---|---|---|---|
| For each expert | 1 | FC | FC(μ,σ) | FC | FC | ||||
| 2 | FC | FC | FC(μ,σ) | FC | FC | FC | |||
| 3 | FC | FC | FC | FC(μ,σ) | FC | FC | FC | FC | |
For FC-VAEs based on product of experts, the number of layers in each expert (modality-specific encoder–decoder) differ across each FC-VAE variant. Taking FC-VAE (L1) as an example, for each expert, the encoder contains one fully connected layer in addition to one that outputs mean and log-variance parameters, and the decoder consists of two fully connected layers.
Number of encoding layers [excluding FC(μ,σ)].
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