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cs.CV2022
Distance Based Image Classification: A solution to generative classification's conundrum?
Wen-Yan Lin, Siying Liu, Bing Tian Dai +1
Most classifiers rely on discriminative boundaries that separate instances of each class from everything else. We argue that discriminative boundaries are counter-intuitive as they…
cs.CV2018★ 1 cited
Dimensionality's Blessing: Clustering Images by Underlying Distribution
Wen-Yan Lin, Siying Liu, Jian-Huang Lai +1
Many high dimensional vector distances tend to a constant. This is typically considered a negative "contrast-loss" phenomenon that hinders clustering and other machine learning tec…