Reusable model design becomes desirable with the rapid expansion of computer vision and machine learning applications. In this paper, we focus on the reusability of pre-trained deep convolutional models. Specifically, different from treating pre-trained models as feature extractors, we reveal more treasures beneath convolutional layers, i.e., the convolutional activations could act as a detecto...

This paper proposes a novel political pedagogic approach to conducting engaged research. Drawing critically on elements of Participatory Action Research and popular education, this - Engaged Pedagogic (EPR) generates processes collective co-learning empowerment for local communities activist researchers. Central EPR are five processes: generating situated learning practices, recognizing alterna...

Abstract The synthesis, characterisation and reactivity of two isostructural anionic magnesium calcium complexes is reported. By X‐ray neutron diffraction techniques, the hydrides are shown to exist as dimers, held together by a range interactions between anions bridging potassium cations. Unlike vast proportion previously reported dimeric group 2 hydrides, which have that bridge centres, here ...

objective(s): the present day challenge is how to obtain germ cells from stem cells to treat patients with cancer and infertility. much more efforts have been made to develop a procedure for attaining germ cells in vitro. recently, human umbilical cord-derived mesenchymal stem cells (humscs) have been introduced with higher efficacy for differentiation. in this work, we tried to explore the eff...