We don't have the implementation of this particular paper (SupCon). But I would say our current pipeline is somehow similar because you may consider triplet loss and its variations also as a Supervised Contrastive method (because we need supervised labels to form the triplets, and the triplet itself has a contrastive nature since it works with positive and negative pairs).
So, you can try our models and see, if they work better or not :)