【9月12日 更新分】機械学習に関する論文まとめ

9月12日に公開された論文


ニューラルネットワーク

Ensemble Methods as a Defense to Adversarial Perturbations Against Deep Neural Networks
著者:Thilo Strauss, Markus Hanselmann, Andrej Junginger, Holger Ulmer

自然言語処理

KnowNER: Incremental Multilingual Knowledge in Named Entity Recognition
著者:Dominic Seyler, Tatiana Dembelova, Luciano Del Corro, Johannes Hoffart, Gerhard Weikum

画像解析

Joint Dictionaries for Zero-Shot Learning
著者:Soheil Kolouri, Mohammad Rostami, Yuri Owechko, Kyungnam Kim
Adversarial Discriminative Heterogeneous Face Recognition
著者:Lingxiao Song, Man Zhang, Xiang Wu, Ran He
Holistic, Instance-Level Human Parsing
著者:Qizhu Li, Anurag Arnab, Philip H. S. Torr
NiftyNet: a deep-learning platform for medical imaging
著者:Eli Gibson, Wenqi Li, Carole Sudre, Lucas Fidon, Dzoshkun Shakir, Guotai Wang, Zach Eaton-Rosen, Robert Gray, Tom Doel, Yipeng Hu, Tom Whyntie, Parashkev Nachev, Dean C. Barratt, Sébastien Ourselin, M. Jorge Cardoso, Tom Vercauteren
One-Shot Learning for Semantic Segmentation
著者:Amirreza Shaban, Shray Bansal, Zhen Liu, Irfan Essa, Byron Boots
Generic Sketch-Based Retrieval Learned without Drawing a Single Sketch
著者:Filip Radenović, Giorgos Tolias, Ondřej Chum
weedNet: Dense Semantic Weed Classification Using Multispectral Images and MAV for Smart Farming
著者:Inkyu Sa, Zetao Chen, Marija Popovic, Raghav Khanna, Frank Liebisch, Juan Nieto, Roland Siegwart
An Adaptive Sampling Scheme to Efficiently Train Fully Convolutional Networks for Semantic Segmentation
著者:Lorenz Berger, Eoin Hyde, Jorge Cardoso, Sebastien Ourselin
Segmentation and Classification of Cine-MR Images Using Fully Convolutional Networks and Handcrafted Features
著者:M. Hossein Eybposh, Mohammad Haghir Ebrahim-Abadi, Mohammad Jalilpour-Monesi, Seyed Saman Saboksayr

音声解析


強化学習

Autonomous Quadrotor Landing using Deep Reinforcement Learning
著者:Riccardo Polvara, Massimiliano Patacchiola, Sanjay Sharma, Jian Wan, Andrew Manning, Robert Sutton, Angelo Cangelosi

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