Improved CIELAB Color Quantization with the HyAB Distance Formula
This article explores an improved CIELAB color quantization method using a novel distance formula called HyAB, replacing the traditional Euclidean distance. HyAB uses absolute difference for lightness and Euclidean distance for chromaticity, showing better alignment with human perception in experiments. The author applies it to the k-means algorithm, further optimizing results by replacing the mean calculation of the L component with the median. While HyAB can improve image quality in some cases, the author notes that overall system design and post-processing techniques like dithering have a greater impact on the final outcome.
Read more