Contrastive pretraining for semantic segmentation is robust to noisy positive pairs

Sebastian Gerard, Josephine Sullivan

Domain-specific variants of contrastive learning can construct positive pairs from two distinct in-domain images, while traditional methods just augment the same image twice. For e…