Data Augmentation

Robust and Generalizable Visual Representation Learning via Random Convolutions ICLR 2021 Robust Curriculum Learning: from clean label detection to noisy label self-correction ICLR 2021 Robustness Testing of Language Understanding in Task-Oriented Dialog ACL 2021 Robust Representation Learning With Feedback for Single Image Deraining CVPR 2021 RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models EMNLP 2021 RSG: A Simple but Effective Module for Learning Imbalanced Datasets CVPR 2021 Russian Paraphrasers: Paraphrase with Transformers EACL 2021 S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning in Robotics CoRL 2021 SaliencyMix: A Saliency Guided Data Augmentation Strategy for Better Regularization ICLR 2021 Sarcasm and Sentiment Detection In Arabic Tweets Using BERT-based Models and Data Augmentation EACL 2021 Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021 Scale-Aware Automatic Augmentation for Object Detection CVPR 2021 Selecting Data Augmentation for Simulating Interventions ICML 2021 SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning CVPR 2021 Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case EMNLP 2021 Semantic Aware Data Augmentation for Cell Nuclei Microscopical Images With Artificial Neural Networks ICCV 2021 Semantic Data Augmentation for End-to-End Mandarin Speech Recognition Interspeech 2021 Semantic Palette: Guiding Scene Generation With Class Proportions CVPR 2021 Semantic Perturbations With Normalizing Flows for Improved Generalization ICCV 2021 Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis EMNLP 2021 Semi-Supervision in ASR: Sequential MixMatch and Factorized TTS-Based Augmentation Interspeech 2021 Sentence Concatenation Approach to Data Augmentation for Neural Machine Translation NAACL 2021 Shape-Texture Debiased Neural Network Training ICLR 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