Deep Learning, Artificial Intelligence, Convolutional Network, Semi Supervised Learning, Image Classification.
As a result, each prediction vector might be a trivial solution instead of a valid prediction due to lack of labels. (This collapsing issue also happens in self-supervised learning.) Mutual-exclusivity loss function forces each prediction vector to be valid and prevents trivial solutions. Suppose