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I am using Variational autoencoder conditioned on some labels. I tried a lot of architectures, the one working the best (lowest loss) is the one were the decoder has three layers and the encoder has one layer.

In my sense adding the condition of labels as input to the decoder, makes the problem different from a simple compression/decompression scenario, and makes the decoder do a more complexe task to reconstruct the output.

It is right to use different encoderand decoder architecture in this case?

Thanks for you help,

conditional autoencoder

share|improve this question

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges

add a comment | 

0

I am using Variational autoencoder conditioned on some labels. I tried a lot of architectures, the one working the best (lowest loss) is the one were the decoder has three layers and the encoder has one layer.

In my sense adding the condition of labels as input to the decoder, makes the problem different from a simple compression/decompression scenario, and makes the decoder do a more complexe task to reconstruct the output.

It is right to use different encoderand decoder architecture in this case?

Thanks for you help,

conditional autoencoder

share|improve this question

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges

add a comment | 

I am using Variational autoencoder conditioned on some labels. I tried a lot of architectures, the one working the best (lowest loss) is the one were the decoder has three layers and the encoder has one layer.

In my sense adding the condition of labels as input to the decoder, makes the problem different from a simple compression/decompression scenario, and makes the decoder do a more complexe task to reconstruct the output.

It is right to use different encoderand decoder architecture in this case?

Thanks for you help,

conditional autoencoder

share|improve this question

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges

share|improve this question

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges

share|improve this question

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges

asked Mar 27 at 23:16

user2576975user2576975

3044 bronze badges