【7月27日 更新分】機械学習に関する論文まとめ

7月27日に公開された論文


ニューラルネットワーク

Optimizing Filter Size in Convolutional Neural Networks for Facial Action Unit Recognition
著者:Shizhong Han, Zibo Meng, “James OReilly”, Jie Cai, Xiaofeng Wang, Yan Tong

自然言語処理

Implicit Entity Linking in Tweets
著者:Sujan Perera, Pablo N. Mendes, Adarsh Alex, Amit Sheth, Krishnaprasad Thirunarayan
Determining Semantic Textual Similarity using Natural Deduction Proofs
著者:Hitomi Yanaka, Koji Mineshima, Pascual Martinez-Gomez, Daisuke Bekki

画像解析

Exploiting Web Images for Weakly Supervised Object Detection
著者:Qingyi Tao, Hao Yang, Jianfei Cai
Maximum entropy based non-negative optoacoustic tomographic image reconstruction
著者:Jaya Prakash, Subhamoy Mandal, Daniel Razansky, Vasilis Ntziachristos
Deep Interactive Region Segmentation and Captioning
著者:Ali Sharifi Boroujerdi, Maryam Khanian, Michael Breuss
RankIQA: Learning from Rankings for No-reference Image Quality Assessment
著者:Xialei Liu, Joost van de Weijer, Andrew D. Bagdanov
Structure-Preserving Image Super-resolution via Contextualized Multi-task Learning
著者:Yukai Shi, Keze Wang, Chongyu Chen, Li Xu, Liang Lin
Residual Conv-Deconv Grid Network for Semantic Segmentation
著者:Damien Fourure, Rémi Emonet, Elisa Fromont, Damien Muselet, Alain Tremeau, Christian Wolf
Towards Accurate Markerless Human Shape and Pose Estimation over Time
著者:Yinghao Huang, Federica Bogo, Christoph Classner, Angjoo Kanazawa, Peter V. Gehler, Ijaz Akhter, Michael J. Black

音声解析

Learning Audio Sequence Representations for Acoustic Event Classification
著者:Zixing Zhang, Ding Liu, Jing Han, Björn Schuller

強化学習

Guiding Reinforcement Learning Exploration Using Natural Language
著者:Brent Harrison, Upol Ehsan, Mark O. Riedl
DARLA: Improving Zero-Shot Transfer in Reinforcement Learning
著者:Irina Higgins, Arka Pal, Andrei A. Rusu, Loic Matthey, Christopher P Burgess, Alexander Pritzel, Matthew Botvinick, Charles Blundell, Alexander Lerchner
Learning Sparse Representations in Reinforcement Learning with Sparse Coding
著者:Lei Le, Raksha Kumaraswamy, Martha White

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