Data Augmentation

SpecSwap: A Simple Data Augmentation Method for End-to-End Speech Recognition Interspeech 2020 Stochastic Batch Augmentation with An Effective Distilled Dynamic Soft Label Regularizer IJCAI 2020 Syntactic Data Augmentation Increases Robustness to Inference Heuristics ACL 2020 Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space EMNLP 2020 TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLP EMNLP 2020 TextAttack: Lessons learned in designing Python frameworks for NLP EMNLP 2020 Textual Data Augmentation for Efficient Active Learning on Tiny Datasets EMNLP 2020 The Origins and Prevalence of Texture Bias in Convolutional Neural Networks NeurIPS 2020 The UniMelb Submission to the SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ACL 2020 Training Generative Adversarial Networks with Limited Data NeurIPS 2020 UCF-STAR: A Large Scale Still Image Dataset for Understanding Human Actions AAAI 2020 Uncertainty-Aware Semantic Augmentation for Neural Machine Translation EMNLP 2020 Unsupervised Data Augmentation for Consistency Training NeurIPS 2020 Whisper Augmented End-to-End/Hybrid Speech Recognition System — CycleGAN Approach Interspeech 2020 Abstract Text Summarization: A Low Resource Challenge EMNLP 2019 A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification EMNLP 2019 AutoAugment: Learning Augmentation Strategies From Data CVPR 2019 Automatically Learning Data Augmentation Policies for Dialogue Tasks EMNLP 2019 Bag of Tricks for Image Classification with Convolutional Neural Networks CVPR 2019 Controlled Text Generation for Data Augmentation in Intelligent Artificial Agents EMNLP 2019 Data Augmentation Based on Adversarial Autoencoder Handling Imbalance for Learning to Rank AAAI 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 with Atomic Templates for Spoken Language Understanding EMNLP 2019 DeepCCFV: Camera Constraint-Free Multi-View Convolutional Neural Network for 3D Object Retrieval AAAI 2019