Figure 1. Compared with the logits-optimization methods seeking
optimal solutions, we reformulate the problem as an analytical so-
lution form. This reformulation confers three key advantages: in-
dependence from GT annotations, elimination of time-consuming
training, and freedom from model-specific modulation.