Knowledge distillation (KD) is a method in which teacher network guides the learning of student network, thereby resulting an improvement performance network. Recent research this area has concentrated on developing effective definitions knowledge and efficient methods transfer while ignoring ability To fully utilize potential improve efficiency, study proposes multiple-stage KD (MSKD) that all...

Knowledge distillation (KD) is a promising teacher-student learning paradigm that transfers information from cumbersome teacher to student network. To avoid the training cost of large network, recent studies propose distill knowledge itself, called Self-KD. However, due limitations performance and capacity student, soft-labels or features distilled by barely provide reliable guidance. Moreover,...

Knowledge distillation (KD) is widely applied in the training of efficient neural network. A compact model, which trained to mimic representation a cumbersome model for same task, generally obtains better performance compared with being ground truth label. Previous KD-based works mainly focus on two aspects: (1) designing various feature knowledge transfer; (2) introducing different mechanism s...

Phosphatidylinositol-3-kinase gamma (PI3Kγ) is a leukocyte-specific lipid kinase with signaling function downstream of G protein-coupled receptors to regulate cell trafficking, but its role in T cells remains unclear. To investigate the requirement of PI3Kγ kinase activity in T-cell function, we studied T cells from PI3Kγ kinase-dead knock-in (PI3Kγ(KD/KD)) mice expressing the kinase-inactive P...

Efficient nearest neighbor (NN) search techniques for highdimensional data are crucial to content-based image retrieval (CBIR). Traditional data structures (e.g., kd-tree) usually are only efficient for low dimensional data, but often perform no better than a simple exhaustive linear search when the number of dimensions is large enough. Recently, approximate NN search techniques have been propo...

Compared with its competitors such as the bounding volume hierarchy, a drawback of the kd-tree structure is that a large number of triangles are repeatedly duplicated during its construction, which often leads to inefficient, large and tall binary trees with high triangle redundancy. In this paper, we propose a space-efficient kd-tree representation where, unlike commonly used methods, an inner...

An endogenous double-stranded RNA (dsRNA), which has recently been recognized as the dsRNA virus Oryza sativa endornavirus (OsEV), is found in many strains of cultivated rice (Oryza sativa). Small RNAs derived from OsEV dsRNA were detected, indicating that the RNA silencing machinery recognizes OsEV dsRNA. The existence of OsEV in knock-down (KD) lines of five genes of RNA-dependent RNA polymer...

conclusions kd should be kept in mind as one of the causes of childhood acalculous cholestasis, abdominal discomfort and prolonged fever. case presentation we report a four-year-old boy with fever, abdominal pain, vomiting, jaundice and mild liver enlargement who gradually developed other signs of kd. he was treated by aspirin, intravenous immunoglobulin and finally methylprednisolone pulse the...