2 citations · 3 across the 2 of their papers we have counts for
3 papers
cs.CV2024★ 2 cited
Image Similarity using An Ensemble of Context-Sensitive Models
Zukang Liao, Min Chen
Image similarity has been extensively studied in computer vision. In recent years, machine-learned models have shown their ability to encode more semantics than traditional multiva…
cs.CV2022
Background Invariance Testing According to Semantic Proximity
Zukang Liao, Min Chen
In many applications, machine-learned (ML) models are required to hold some invariance qualities, such as rotation, size, and intensity invariance. Among these, testing for backgro…
cs.LG2021★ 1 cited
ML4ML: Automated Invariance Testing for Machine Learning Models
Zukang Liao, Pengfei Zhang, Min Chen
In machine learning (ML) workflows, determining the invariance qualities of an ML model is a common testing procedure. Traditionally, invariance qualities are evaluated using simpl…