Data Augmentation

Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection ICML 2021 Image Shape Manipulation From a Single Augmented Training Sample ICCV 2021 IMAGINE: Image Synthesis by Image-Guided Model Inversion CVPR 2021 Improved English to Hindi Multimodal Neural Machine Translation ACL 2021 Improved Handling of Motion Blur in Online Object Detection CVPR 2021 Improved pronunciation prediction accuracy using morphology ACL 2021 Improved Regularization and Robustness for Fine-tuning in Neural Networks NeurIPS 2021 Improving Dialogue State Tracking with Turn-based Loss Function and Sequential Data Augmentation EMNLP 2021 Improving Formality Style Transfer with Context-Aware Rule Injection ACL 2021 Improving Generalization in Meta-learning via Task Augmentation ICML 2021 Improving Label Noise Robustness with Data Augmentation and Semi-Supervised Learning (Student Abstract) AAAI 2021 Improving Punctuation Restoration for Speech Transcripts via External Data EMNLP 2021 Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation EMNLP 2021 Improving Robustness using Generated Data NeurIPS 2021 Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration NeurIPS 2021 Improving the Robustness of QA Models to Challenge Sets with Variational Question-Answer Pair Generation ACL 2021 Improving Unsupervised Image Clustering With Robust Learning CVPR 2021 IMS’ Systems for the IWSLT 2021 Low-Resource Speech Translation Task ACL 2021 IncreACO: Incrementally Learned Automatic Check-Out With Photorealistic Exemplar Augmentation WACV 2021 Input Augmentation Improves Constrained Beam Search for Neural Machine Translation: NTT at WAT 2021 ACL 2021 Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework CVPR 2021 Integrative Generalized Convex Clustering Optimization and Feature Selection for Mixed Multi-View Data JMLR 2021 Interactive Video Object Mask Annotation AAAI 2021 Interpretable Minority Synthesis for Imbalanced Classification IJCAI 2021 Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking ICLR 2021