Data Augmentation

Building Detail-Sensitive Semantic Segmentation Networks With Polynomial Pooling CVPR 2019 CALOR-QUEST : generating a training corpus for Machine Reading Comprehension models from shallow semantic annotations EMNLP 2019 CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis EMNLP 2019 Can Neural Networks Understand Monotonicity Reasoning? ACL 2019 Code-Switching for Enhancing NMT with Pre-Specified Translation NAACL 2019 Code-Switching Sentence Generation by Bert and Generative Adversarial Networks Interspeech 2019 Code-Switching Sentence Generation by Generative Adversarial Networks and its Application to Data Augmentation Interspeech 2019 Computer Assisted Annotation of Tension Development in TED Talks through Crowdsourcing EMNLP 2019 Consistency-based Semi-supervised Learning for Object detection NeurIPS 2019 Contextual Text Denoising with Masked Language Model EMNLP 2019 Controlled Text Generation for Data Augmentation in Intelligent Artificial Agents EMNLP 2019 ConvSent at CLPsych 2019 Task A: Using Post-level Sentiment Features for Suicide Risk Prediction on Reddit NAACL 2019 Corpora Generation for Grammatical Error Correction NAACL 2019 Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology ACL 2019 Courteously Yours: Inducing courteous behavior in Customer Care responses using Reinforced Pointer Generator Network NAACL 2019 Crash to Not Crash: Learn to Identify Dangerous Vehicles Using a Simulator AAAI 2019 CutMix: Regularization Strategy to Train Strong Classifiers With Localizable Features ICCV 2019 CycleGAN-Based Emotion Style Transfer as Data Augmentation for Speech Emotion Recognition Interspeech 2019 Data Augmentation Based on Adversarial Autoencoder Handling Imbalance for Learning to Rank AAAI 2019 Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding NAACL 2019 Data Augmentation for Spoken Language Understanding via Joint Variational Generation AAAI 2019 Data augmentation using back-translation for context-aware neural machine translation EMNLP 2019 Data Augmentation Using GANs for Speech Emotion Recognition Interspeech 2019 Data Augmentation Using Learned Transformations for One-Shot Medical Image Segmentation CVPR 2019 Data Augmentation Using Variational Autoencoder for Embedding Based Speaker Verification Interspeech 2019