Visual Explanations

Class Activation Maps (CAMs) of the barbell class from ILSVRC. Photo reproduced from Learning Deep Features for Discriminative Localization paper

Develop new or modified computer vision & machine learning techniques to produce explainable AI models. The explainable AI models provide effective explanation for human to understand the reasons of decision making via machine learning and statistical inference based on real-world data.



Saliency Tubes demonstrate the foremost points and regions in both frame level and over time that are found to be the main focus points …