366 citations · 411 across the 9 of their papers we have counts for
4 papers · 1 filter
Self-Referenced Deep Learning
Xu Lan, Xiatian Zhu, Shaogang Gong
Knowledge distillation is an effective approach to transferring knowledge from a teacher neural network to a student target network for satisfying the low-memory and fast running r…
Collaborative Deep Learning Across Multiple Data Centers
Kele Xu, Haibo Mi, Dawei Feng +4
Valuable training data is often owned by independent organizations and located in multiple data centers. Most deep learning approaches require to centralize the multi-datacenter da…
Person Search by Multi-Scale Matching
Xu Lan, Xiatian Zhu, Shaogang Gong
We consider the problem of person search in unconstrained scene images. Existing methods usually focus on improving the person detection accuracy to mitigate negative effects impos…
Knowledge Distillation by On-the-Fly Native Ensemble
Xu Lan, Xiatian Zhu, Shaogang Gong
Knowledge distillation is effective to train small and generalisable network models for meeting the low-memory and fast running requirements. Existing offline distillation methods…