International Journal of Computer Vision (IJCV) ACCV 2020 Best Paper Honorable Mention Award (Oral, 3 strong accepts) Hirokatsu Kataoka1 Kazushige Okayasu1,2 Asato Matsumoto1,3 Eisuke Yamagata4 Ryosuke Yamada1,2 Nakamasa Inoue4 Akio Nakamura2 Yutaka Satoh1,3 1: AIST 2: TDU 3: Univ. of Tsukuba 4: TITech Abstract Is it possible to use convolutional neural networks pre-trained witho