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in the paper it calculates class centers within a single image, but implements as within a batch, which just return a matrix of (class, feature dim) for method dec_deeplabv3_contrast.contrast_region.
the variable l_pos in dec_deeplabv3_contrast.forward when calculating contrast loss should be a similarity score of 1 dim, but it shows still 256 dim in the code.