Semantic segmentation is crucial in image analysis but remains challenging due to performance and robustness issues. This paper introduces the Hadamard Layer. an enhancement tested in the Pix2Pix encoder models that improve segmentation tasks using a novel class encoding scheme. This scheme increases the Hamming distance between class labels using Hadamard codes instead of classic one... https://sanrioles.shop/product-category/bags/