Data Augmentation

Recorrupted-to-Recorrupted: Unsupervised Deep Learning for Image Denoising CVPR 2021 Regularization Strategy for Point Cloud via Rigidly Mixed Sample CVPR 2021 Reinforced Counterfactual Data Augmentation for Dual Sentiment Classification EMNLP 2021 ReMix: Towards Image-to-Image Translation With Limited Data CVPR 2021 Repopulating Street Scenes CVPR 2021 [RETRACTED] DMix: Distance Constrained Interpolative Mixup EMNLP 2021 [RETRACTED] Sequence Mixup for Zero-Shot Cross-Lingual Part-Of-Speech Tagging EMNLP 2021 Robust and Accurate Object Detection via Adversarial Learning CVPR 2021 Robustness Testing of Language Understanding in Task-Oriented Dialog ACL 2021 RSG: A Simple but Effective Module for Learning Imbalanced Datasets CVPR 2021 Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style NeurIPS 2021 Semantic Data Augmentation for End-to-End Mandarin Speech Recognition Interspeech 2021 Simple Conversational Data Augmentation for Semi-supervised Abstractive Dialogue Summarization EMNLP 2021 Simple Copy-Paste Is a Strong Data Augmentation Method for Instance Segmentation CVPR 2021 SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data AAAI 2021 Solving Machine Learning Problems ACML 2021 StyleMix: Separating Content and Style for Enhanced Data Augmentation CVPR 2021 SuperMix: Supervising the Mixing Data Augmentation CVPR 2021 Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering EMNLP 2021 Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data EMNLP 2021 Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models EMNLP 2021 What Ingredients Make for an Effective Crowdsourcing Protocol for Difficult NLU Data Collection Tasks? ACL 2021 Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NeurIPS 2021 Augmenting Data for Sarcasm Detection with Unlabeled Conversation Context ACL 2020 Augment Your Batch: Improving Generalization Through Instance Repetition CVPR 2020