Pixel labelled image is must for semantic segmentation using deep learning in matlab?
If you have the bounding boxes then you can use MaskRCNN and it will be able to give you those segmentations.
If you don't, look at unsupervised segmentation. Also, you need something as an output if you want to try out supervised learning.