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The t-SNE visualization of features obtained with standard center loss (a) and the proposed affinity loss (b) on the RAF-DB dataset with our FCN, color-coded according to their class membership. It is clear that our affinity loss provides much better class separability by optimizing both the inter-class margins and the intra-class variations.
