Attribution-Driven Explanation of the Deep Neural Network Model via Conditional Microstructure Image Synthesis

• Shusen Liu,
• Bhavya Kailkhura,
• Jize Zhang,
• Anna M. Hiszpanski,
• Emily Robertson,
• Donald Loveland,
• Xiaoting Zhong,
• T. Yong-Jin Han

Affiliations

Shusen Liu

†Center for Applied Scientific Computing, Computation Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

Bhavya Kailkhura

†Center for Applied Scientific Computing, Computation Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

Jize Zhang

†Center for Applied Scientific Computing, Computation Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

Anna M. Hiszpanski

‡Materials Science Division, Physical and Life Science Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

Emily Robertson

‡Materials Science Division, Physical and Life Science Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

Donald Loveland

‡Materials Science Division, Physical and Life Science Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

Xiaoting Zhong

‡Materials Science Division, Physical and Life Science Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States

T. Yong-Jin Han

‡Materials Science Division, Physical and Life Science Directorate, Lawrence Livermore National Laboratory, Livermore, California, United States