no code implementations • 5 Nov 2021 • Ian A. Palmer, T. Nathan Mundhenk, Brian Gallagher, Yong Han
It is common in computer vision to employ an explainable AI saliency map to tell one what parts of an image are important to the network's decision.
no code implementations • 25 Jun 2021 • Donald Loveland, Shusen Liu, Bhavya Kailkhura, Anna Hiszpanski, Yong Han
Graph neural network (GNN) explanations have largely been facilitated through post-hoc introspection.
no code implementations • 6 Jul 2019 • Shusen Liu, Bhavya Kailkhura, Donald Loveland, Yong Han
In this work, we propose an introspection technique for deep neural networks that relies on a generative model to instigate salient editing of the input image for model interpretation.
no code implementations • 18 Aug 2015 • Xiao-Lei Zhang, Yong Han, DongSheng Hao, Zhihan Lv
This is the preprint version of our paper on ICONIP.