no code implementations • 1 Jan 2021 • Jinwei Zhao, Qizhou Wang, Wanli Qiu, Guo Xie, Wei Wang, Xinhong Hei, Deyu Meng
However, it is hard for the interpretable models to approximate the discrimination part because of the tradeoff problem between interpretability performance and generalization performance of the discrimination part.
no code implementations • 21 Oct 2019 • Jinwei Zhao, Qizhou Wang, Fuqiang Zhang, Wanli Qiu, YuFei Wang, Yu Liu, Guo Xie, Weigang Ma, Bin Wang, Xinhong Hei
The reason is, we believe that: the network is essentially a perceptual model.
no code implementations • 21 Nov 2018 • Jinwei Zhao, Qizhou Wang, YuFei Wang, Yu Liu, Zhenghao Shi, Xinhong Hei
In this paper, a quantitative index of the interpretability is proposed and its rationality is proved, and equilibrium problem between the interpretability and the generalization performance is analyzed.
no code implementations • 19 Nov 2018 • Jinwei Zhao, Qizhou Wang, YuFei Wang, Xinhong Hei, Yu Liu
In other words, there is a gap between the deep learning model and the cognitive mode.