Research Article
Blind Image Quality Assessment via Multiperspective Consistency
Algorithm 1
Multiperspective Consistency-Based Model Training.
| Input:, learning rate and , Epochs, | | Output: | | Initialize parameters of and : initialize with pretrained parameters on ImageNet, initialize randomly; ; | | whiledo | | while Fetch minibatch from do | | Compute parameters using equation (3); | | Compute for images in minibatch using equation (6); | | Compute using equations (10) and (11), respectively; | | Compute the gradient and update and using Adam optimizer as equations: | | | | | | end | | ; | | end | | return ; |
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