I am not sure why your output need to not be correlated with other predictor. If the task is correlated then its feature should be correlated too e.g. panoptic segmentation and depth estimation

For feature de-correlation there are some technique you can applied. For example in DL there is orthogonal regularization (enforce feature dot product to be 0), and this blog post