Randomness in Deconvolutional Networks for Visual Representation

no code implementations • 2 Apr 2017 • Kun He, Jingbo Wang, Haochuan Li, Yao Shu, Mengxiao Zhang, Man Zhu, Li-Wei Wang, John E. Hopcroft

Toward a deeper understanding on the inner work of deep neural networks, we investigate CNN (convolutional neural network) using DCN (deconvolutional network) and randomization technique, and gain new insights for the intrinsic property of this network architecture.

General Classification Image Reconstruction

Evaluating Ensemble Based Pre-annotation on Named Entity Corpus Construction in English and Chinese

no code implementations • WS 2016 • Tingming Lu, Man Zhu, Zhiqiang Gao, Yaocheng Gui

Annotated corpora are crucial language resources, and pre-annotation is an usual way to reduce the cost of corpus construction.

Named Entity Recognition (NER)