NPC: neuron path coverage via characterizing decision logic of deep neural networks

• Main Authors: Xie, Xiaofei, Li, Tianlin, Wang, Jian, Ma, Lei, Guo, Qing, Juefei-Xu, Felix, Liu, Yang
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Computer science and engineering; Deep Learning Testing; Testing Coverage Criteria
• Online Access: https://hdl.handle.net/10356/162501
• Institution: Nanyang Technological University

Deep learning has recently been widely applied to many applications across different domains, e.g., image classification and audio recognition. However, the quality of Deep Neural Networks (DNNs) still raises concerns in the practical operational environment, which calls for systematic testing, espe...