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Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation

Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation

Semi-Supervised Semantic Segmentation (S4) aims to train a segmentation model with limited labeled images and a substantial volume of unlabeled images. To improve the robustness of representations, powerful methods introduce a pixel-wise contrastive learning approach in latent space (i.e., representation space) that aggregates the representations to their prototypes in a …