CV / MLのメモ

論文・勉強の備忘録

2018-01-01から1年間の記事一覧

Representation Learning with Contrastive Predictive Coding

Aaron van den Oord, Yazhe Li, and Oriol Vinyals, "Representation Learning with Contrastive Predictive Coding", 2018, arxiv, はじめに Deep mindから系列データにおけるdisriminativeな表現学習の研究. 系列データと言うと自己回帰モデル的な表現学…

PERMUTATION INVARIANT TRAINING OF DEEP MODELS FOR SPEAKER-INDEPENDENT MULTI-TALKER SPEECH SEPARATION (ICASSP2017)

Dong Yu, Morten Kolbæk, Zheng-Hua Tan, and Jesper Jensen, "PERMUTATION INVARIANT TRAINING OF DEEP MODELS FOR SPEAKER-INDEPENDENT MULTI-TALKER SPEECH SEPARATION", ICASSP2018, arxiv, はじめに 研究の関係で音声について調査. この研究はDeepで音…

Deep Clustering for Unsupervised Learning of Visual Features (ECCV2018)

Mathilde Caron, Piotr Bojanowski, Armand Joulin, and Matthijs Douze, "Deep Clustering for Unsupervised Learning of Visual Features", ECCV2018, arxiv, はじめに 最近流行ってきているNNの教師なし表現学習手法. シンプルな手法かつ従来の教師なし…