Pattern Recognition by Michael Cree & Fay Huang & Junsong Yuan & Wei Qi Yan

Author:Michael Cree & Fay Huang & Junsong Yuan & Wei Qi Yan
Language: eng
Format: epub
ISBN: 9789811536519
Publisher: Springer Singapore

(1)

Discriminator Training. As discriminator input, we use segmenter softmax ouput . And to train discriminator, we use discriminaor loss in (2) cross-entropy loss for two class (source and target). So, it can be written as:

(2)

where z = 0 if input data is draw from target domain, and z = 1 if inuput data from source domain.

Adversarial Learning. For target data, to make target prediction distribution close to source prediction distribution , we use adversarial loss in (3) written as:

(3)

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