Data Augmentation

Investigations on Data Augmentation and Loss Functions for Deep Learning Based Speech-Background Separation Interspeech 2018 Is Nike female? Exploring the role of sound symbolism in predicting brand name gender EMNLP 2018 Iterative Back-Translation for Neural Machine Translation ACL 2018 Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation CVPR 2018 KT-Speech-Crawler: Automatic Dataset Construction for Speech Recognition from YouTube Videos EMNLP 2018 Lancaster at SemEval-2018 Task 3: Investigating Ironic Features in English Tweets SemEval 2018 Learning to Converse with Noisy Data: Generation with Calibration IJCAI 2018 Learning to Write Stylized Chinese Characters by Reading a Handful of Examples IJCAI 2018 Line separation from topographic maps using regional color and spatial information IJCAI 2018 Ling@CASS Solution to the NLP-TEA CGED Shared Task 2018 ACL 2018 Making Better Use of the Crowd: How Crowdsourcing Can Advance Machine Learning Research JMLR 2018 Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing NeurIPS 2018 Mitigating Adversarial Effects Through Randomization ICLR 2018 mixup: Beyond Empirical Risk Minimization ICLR 2018 MULAN: A Blind and Off-Grid Method for Multichannel Echo Retrieval NeurIPS 2018 Multi-Modal Data Augmentation for End-to-end ASR Interspeech 2018 Multi-Source Neural Machine Translation with Data Augmentation EMNLP 2018 Music Genre Recognition Using Deep Neural Networks and Transfer Learning Interspeech 2018 Neural Response Ranking for Social Conversation: A Data-Efficient Approach EMNLP 2018 NICT’s Corpus Filtering Systems for the WMT18 Parallel Corpus Filtering Task EMNLP 2018 Noising and Denoising Natural Language: Diverse Backtranslation for Grammar Correction NAACL 2018 OhioState at SemEval-2018 Task 7: Exploiting Data Augmentation for Relation Classification in Scientific Papers Using Piecewise Convolutional Neural Networks SemEval 2018 On gradient regularizers for MMD GANs NeurIPS 2018 Outlier Detection and Robust Estimation in Nonparametric Regression AISTATS 2018 Phase Retrieval Under a Generative Prior NeurIPS 2018