Data Augmentation

Learning to Generate Noise for Multi-Attack Robustness ICML 2021 Learning to Perturb Word Embeddings for Out-of-distribution QA ACL 2021 Learning to Rank Question Answer Pairs with Bilateral Contrastive Data Augmentation EMNLP 2021 Learning To Restore Hazy Video: A New Real-World Dataset and a New Method CVPR 2021 Learning with Different Amounts of Annotation: From Zero to Many Labels EMNLP 2021 LeCun at SemEval-2021 Task 6: Detecting Persuasion Techniques in Text Using Ensembled Pretrained Transformers and Data Augmentation SemEval 2021 LENS: Localization enhanced by NeRF synthesis CoRL 2021 Let's Get Dirty: GAN Based Data Augmentation for Camera Lens Soiling Detection in Autonomous Driving WACV 2021 Leveraging Phone Mask Training for Phonetic-Reduction-Robust E2E Uyghur Speech Recognition Interspeech 2021 LexiClean: An annotation tool for rapid multi-task lexical normalisation EMNLP 2021 LiDAR-Aug: A General Rendering-Based Augmentation Framework for 3D Object Detection CVPR 2021 LIIR at SemEval-2021 task 6: Detection of Persuasion Techniques In Texts and Images using CLIP features SemEval 2021 Lone Pine at SemEval-2021 Task 5: Fine-Grained Detection of Hate Speech Using BERToxic SemEval 2021 LRG at SemEval-2021 Task 4: Improving Reading Comprehension with Abstract Words using Augmentation, Linguistic Features and Voting SemEval 2021 macech at SemEval-2021 Task 5: Toxic Spans Detection SemEval 2021 Machine Reading Comprehension as Data Augmentation: A Case Study on Implicit Event Argument Extraction EMNLP 2021 MASKER: Masked Keyword Regularization for Reliable Text Classification AAAI 2021 Mask Guided Matting via Progressive Refinement Network CVPR 2021 MATILDA - Multi-AnnoTator multi-language InteractiveLight-weight Dialogue Annotator EACL 2021 MaxUp: Lightweight Adversarial Training With Data Augmentation Improves Neural Network Training CVPR 2021 Measuring Vegetation Density in Marsh Grass Photographs Using Deep Neural Networks (Student Abstract) AAAI 2021 MEDA: Meta-Learning with Data Augmentation for Few-Shot Text Classification IJCAI 2021 Medically Aware GPT-3 as a Data Generator for Medical Dialogue Summarization MLHC 2021 MedNLI Is Not Immune: Natural Language Inference Artifacts in the Clinical Domain ACL 2021 MetaAugment: Sample-Aware Data Augmentation Policy Learning AAAI 2021