Transfer feature generating networks with semantic classes structure for zero-shot learning

no code implementations • 6 Mar 2019 • Guangfeng Lin, Wanjun Chen, Kaiyang Liao, Xiaobing Kang, Caixia Fan

To alleviate the negative influence of this inconsistence for ZSL and GZSL, transfer feature generating networks with semantic classes structure (TFGNSCS) is proposed to construct networks model for improving the performance of ZSL and GZSL.

General Classification Zero-Shot Learning

Class label autoencoder for zero-shot learning

no code implementations • 25 Jan 2018 • Guangfeng Lin, Caixia Fan, Wanjun Chen, Yajun Chen, Fan Zhao

CLA can not only build a uniform framework for adapting to multi-semantic embedding spaces, but also construct the encoder-decoder mechanism for constraining the bidirectional projection between the feature space and the class label space.

Attribute Decoder +2