2 citations · 2 across the 2 of their papers we have counts for
3 papers
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.RO2020★ 2 cited
Dual-SLAM: A framework for robust single camera navigation
Huajian Huang, Wen-Yan Lin, Siying Liu +2
SLAM (Simultaneous Localization And Mapping) seeks to provide a moving agent with real-time self-localization. To achieve real-time speed, SLAM incrementally propagates position es…
cs.CV2018
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…