Data Augmentation

Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning NeurIPS 2023 Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks EMNLP 2023 Self-Influence Guided Data Reweighting for Language Model Pre-training EMNLP 2023 Self-Supervised Sentence Polishing by Adding Engaging Modifiers ACL 2023 Semantic Segmentation of 3D Medical Images Through a Kaleidoscope: Data from the Osteoarthritis Initiative MIDL 2023 SemFORMS: Automatic Generation of Semantic Transforms By Mining Data Science Code IJCAI 2023 Semi-supervised Relation Extraction via Data Augmentation and Consistency-training EACL 2023 Separating the Wheat from the Chaff with BREAD: An open-source benchmark and metrics to detect redundancy in text EMNLP 2023 Shift from Texture-bias to Shape-bias: Edge Deformation-based Augmentation for Robust Object Recognition ICCV 2023 SigMoreFun Submission to the SIGMORPHON Shared Task on Interlinear Glossing ACL 2023 SILT: Shadow-Aware Iterative Label Tuning for Learning to Detect Shadows from Noisy Labels ICCV 2023 Simple and Effective Input Reformulations for Translation EMNLP 2023 Simplifying Neural Network Training Under Class Imbalance NeurIPS 2023 SKIM at WMT 2023 General Translation Task EMNLP 2023 SLACK: Stable Learning of Augmentations With Cold-Start and KL Regularization CVPR 2023 Small Data, Big Impact: Leveraging Minimal Data for Effective Machine Translation ACL 2023 SMMix: Self-Motivated Image Mixing for Vision Transformers ICCV 2023 Soft Augmentation for Image Classification CVPR 2023 SolderNet: Towards Trustworthy Visual Inspection of Solder Joints in Electronics Manufacturing Using Explainable Artificial Intelligence AAAI 2023 Sparse Parameterization for Epitomic Dataset Distillation NeurIPS 2023 Spatial Consistency Loss for Training Multi-Label Classifiers From Single-Label Annotations WACV 2023 Spatial LibriSpeech: An Augmented Dataset for Spatial Audio Learning Interspeech 2023 Spectral Augmentations for Graph Contrastive Learning AISTATS 2023 Spectral Feature Augmentation for Graph Contrastive Learning and Beyond AAAI 2023 Spot Keywords From Very Noisy and Mixed Speech Interspeech 2023