Data Augmentation

AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving CVPR 2024 A Label is Worth A Thousand Images in Dataset Distillation NeurIPS 2024 Align and Augment: Generative Data Augmentation for Compositional Generalization EACL 2024 All You Need is Attention: Lightweight Attention-based Data Augmentation for Text Classification EMNLP 2024 AlpaGasus: Training a Better Alpaca with Fewer Data ICLR 2024 Altogether: Image Captioning via Re-aligning Alt-text EMNLP 2024 A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and Languages EACL 2024 A Multimodal French Corpus of Aligned Speech, Text, and Pictogram Sequences for Speech-to-Pictogram Machine Translation COLING 2024 An Automated End-to-End Open-Source Software for High-Quality Text-to-Speech Dataset Generation COLING 2024 An Effective Augmented Lagrangian Method for Fine-Grained Multi-View Optimization AAAI 2024 An Effective Automated Speaking Assessment Approach to Mitigating Data Scarcity and Imbalanced Distribution NAACL 2024 An Effective Deployment of Diffusion LM for Data Augmentation in Low-Resource Sentiment Classification EMNLP 2024 An efficient text augmentation approach for contextualized Mandarin speech recognition Interspeech 2024 An Empirical Study of Synthetic Data Generation for Implicit Discourse Relation Recognition COLING 2024 A New Dataset for Tonal and Segmental Dialectometry from the Yue- and Pinghua-Speaking Area EACL 2024 ANIMAL-CLEAN – A Deep Denoising Toolkit for Animal-Independent Signal Enhancement Interspeech 2024 An investigation of time reversal symmetry in reinforcement learning L4DC 2024 A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction IJCAI 2024 APIGen: Automated PIpeline for Generating Verifiable and Diverse Function-Calling Datasets NeurIPS 2024 Appearance-Based Curriculum for Semi-Supervised Learning With Multi-Angle Unlabeled Data WACV 2024 ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation ACL 2024 Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation? EMNLP 2024 Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets EMNLP 2024 ARMADA: Attribute-Based Multimodal Data Augmentation EMNLP 2024 A Simple Framework for Generalization in Visual RL under Dynamic Scene Perturbations NeurIPS 2024