data augmentation

Linguistically Motivated Parallel Data Augmentation for Code-Switch Language Modeling Interspeech 2019 Manifold Distance-Based Over-Sampling Technique for Class Imbalance Learning AAAI 2019 MIGAN: Malware Image Synthesis Using GANs AAAI 2019 MixMatch: A Holistic Approach to Semi-Supervised Learning NeurIPS 2019 MixUp as Locally Linear Out-of-Manifold Regularization AAAI 2019 Mixup Learning Strategies for Text-Independent Speaker Verification Interspeech 2019 MRI k-Space Motion Artefact Augmentation: Model Robustness and Task-Specific Uncertainty MIDL 2019 Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019 Multi-modal Discriminative Model for Vision-and-Language Navigation NAACL 2019 Multi-Stream Network with Temporal Attention for Environmental Sound Classification Interspeech 2019 Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation ACL 2019 Neural Inverse Knitting: From Images to Manufacturing Instructions ICML 2019 Neural Machine Translation of Text from Non-Native Speakers NAACL 2019 Normalizing Non-canonical Turkish Texts Using Machine Translation Approaches ACL 2019 Not Using the Car to See the Sidewalk -- Quantifying and Controlling the Effects of Context in Classification and Segmentation CVPR 2019 Online Hyper-Parameter Learning for Auto-Augmentation Strategy ICCV 2019 On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks NeurIPS 2019 On the Sensitivity of Adversarial Robustness to Input Data Distributions ICLR 2019 Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules ICML 2019 Quantifying Generalization in Reinforcement Learning ICML 2019 Rare Sound Event Detection Using Deep Learning and Data Augmentation Interspeech 2019 Reducing Gender Bias in Word-Level Language Models with a Gender-Equalizing Loss Function ACL 2019 Revisiting Low-Resource Neural Machine Translation: A Case Study ACL 2019 Robust Multi-Object Detection Based on Data Augmentation with Realistic Image Synthesis for Point-of-Sale Automation AAAI 2019 Robustness to Capitalization Errors in Named Entity Recognition EMNLP 2019