2 papers
cs.CV2025
KAN or MLP? Point Cloud Shows the Way Forward
Yan Shi, Qingdong He, Yijun Liu +2
Multi-Layer Perceptrons (MLPs) have become one of the fundamental architectural component in point cloud analysis due to its effective feature learning mechanism. However, when pro…
cs.CV2024
Typicalness-Aware Learning for Failure Detection
Yijun Liu, Jiequan Cui, Zhuotao Tian +4
Deep neural networks (DNNs) often suffer from the overconfidence issue, where incorrect predictions are made with high confidence scores, hindering the applications in critical sys…